Human-Competitive Awards 2004 – Present

The first annual "Humies" competition was held at the 2004 Genetic and Evolutionary Computation Conference (GECCO-2004) in Seattle. Entries were solicited for cash awards for human-competitive results that were produced by any form of genetic and evolutionary computation and that were published in the open literature during previous year. The publication can be a conference paper (e.g., a regular paper, poster, or late-breaking paper) or any work published elsewhere in the open literature (e.g., a journal article, technical report, thesis, book, book chapter) or other paper that has received final unconditional acceptance and not subject to further editing (that is, is "in press").

The criterion for "human-competitiveness" is that an automatically created result is considered "human-competitive" if it satisfies at least one of the following eight criteria.

(A) The result was patented as an invention in the past, is an improvement over a patented invention, or would qualify today as a patentable new invention.

(B) The result is equal to or better than a result that was accepted as a new scientific result at the time when it was published in a peer-reviewed scientific journal.

(C) The result is equal to or better than a result that was placed into a database or archive of results maintained by an internationally recognized panel of scientific experts.

(D) The result is publishable in its own right as a new scientific result — independent of the fact that the result was mechanically created.

(E) The result is equal to or better than the most recent human-created solution to a long-standing problem for which there has been a succession of increasingly better human-created solutions.

(F) The result is equal to or better than a result that was considered an achievement in its field at the time it was first discovered.

(G) The result solves a problem of indisputable difficulty in its field.

(H) The result holds its own or wins a regulated competition involving human contestants (in the form of either live human players or human-written computer programs).

22nd Annual Humies Awards — Málaga, Spain

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
BRONZE Marcos Hernández-Gil Ángel Ramos-de-Miguel David Greiner Domingo Benítez Ángel Ramos-Macías José María Escobar A computational model for multiobjective optimization of multipolar stimulation in cochlear implants: An enhanced focusing approach (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) Differential Evolution (DE), Memetic Algorithm (DE + L-BFGS-B) combined with NSGA-II
SILVER Niki van Stein Thomas Bäck Haoran Yin Anna V. Kononova llamea a large language model evolutionary algorithm for automatically generating metaheuristics (opens in new tab) Optimizing Photonic Structures with Large Language Model Driven Algorithm Discovery (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) GA, ES, EP
Chao Li Tingsong Jiang Handing Wang Donghua Wang Optimizing Latent Variables in Integrating Transfer and Query Based Attack Framework (opens in new tab) Entry Form (opens in new tab) PSO
FINALIST Mujtaba Hassan Jo Vliegen Stjepan Picek Nele Mentens Designing Hardware-Friendly Hash Functions for Network Security Using Cartesian Genetic Programming (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) Cartesian GP
GOLD Elliot Meyerson Olivier Francon Darren Sargent Babak Hodjat Risto Miikkulainen Unlocking the Potential of Global Human Expertise (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) GA, Neuroevolution
FINALIST Felix Mächtle Nils Loose Jan-Niclas Serr Jonas Sander Thomas Eisenbarth AUTOSTUB: Genetic Programming-Based Stub Creation for Symbolic Execution (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) GP
FINALIST Leandro Oliveria de Souza Eduardo Santana de Almeida Paulo Anselmo da Mota Silveira Neto Earl T. Barr Justyna Petke Software Product Line Engineering via Software Transplantation (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) Genetic Improvement (GI) and GP
Ning Tao Anthony Ventresque Vivek Nallur Takfarinas Saber Grammar-obeying program synthesis: A novel approach using large language models and many-objective genetic programming (opens in new tab) Entry Form (opens in new tab) GP
Gabriela Rodríguez-Cortés Anabel Martínez-Vargas MA Cosío-León Daniela M. Martínez Oscar Montiel 2-D deployment of aerial base stations: A simulation model to provide voice communication (opens in new tab) Entry Form (opens in new tab) ES
BRONZE Nina Gubina Andrei Dmitrenko Gleb Solovev Lyubov Yamshchikova Oleg Petrov Ivan Lebedev Nikita Serov Grigorii Kirgizov Nikolay Nikitin Vladimir Vinogradov Hybrid Generative AI for De Novo Design of Co-Crystals with Enhanced Tabletability (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) GP
FINALIST Mar Zamorano Daniel Blasco África Domingo Carlos Cetina Federica Sarro Video Game Procedural Content Generation Through Software Transplantation (opens in new tab) Game Software Engineering: A Controlled Experiment Comparing Automated Content Generation Techniques (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) EP
Mitja Beras Miran Brezočnik Uroš Župerl Miha Kovačič Developing an Alternative Calculation Method for the Smart Readiness Indicator Based on Genetic Programming and Linear Regression (opens in new tab) Entry Form (opens in new tab) GP
Zeyuan Ma Jiacheng Chen Hongshu Guo Yue-Jiao Gong Neural Exploratory Landscape Analysis for Meta-Black-Box-Optimization (opens in new tab) Entry Form (opens in new tab) ES, DE, GA
Daniel Blasco Antonio Iglesias Jorge Echeverria Francisca Perez Carlos Cetina Introducing Phylogenetics in Search-based Software Engineering: Phylogenetics-aware SBSE (opens in new tab) Entry Form (opens in new tab) EP
Claude Carlet Marko Ðurasevic Domagoj Jakobovic Stjepan Picek Luca Mario A Systematic Evaluation of Evolving Highly Nonlinear Boolean Functions in Odd Sizes (opens in new tab) Entry Form (opens in new tab) GP
Outcome
BRONZE
Authors
Marcos Hernández-Gil Ángel Ramos-de-Miguel David Greiner Domingo Benítez Ángel Ramos-Macías José María Escobar
Algorithm Type
Differential Evolution (DE), Memetic Algorithm (DE + L-BFGS-B) combined with NSGA-II
Authors
Chao Li Tingsong Jiang Handing Wang Donghua Wang
Algorithm Type
PSO
Outcome
FINALIST
Authors
Mujtaba Hassan Jo Vliegen Stjepan Picek Nele Mentens
Algorithm Type
Cartesian GP
Outcome
GOLD
Authors
Elliot Meyerson Olivier Francon Darren Sargent Babak Hodjat Risto Miikkulainen
Algorithm Type
GA, Neuroevolution
Outcome
FINALIST
Authors
Felix Mächtle Nils Loose Jan-Niclas Serr Jonas Sander Thomas Eisenbarth
Algorithm Type
GP
Outcome
FINALIST
Authors
Leandro Oliveria de Souza Eduardo Santana de Almeida Paulo Anselmo da Mota Silveira Neto Earl T. Barr Justyna Petke
Algorithm Type
Genetic Improvement (GI) and GP
Authors
Gabriela Rodríguez-Cortés Anabel Martínez-Vargas MA Cosío-León Daniela M. Martínez Oscar Montiel
Algorithm Type
ES
Outcome
BRONZE
Authors
Nina Gubina Andrei Dmitrenko Gleb Solovev Lyubov Yamshchikova Oleg Petrov Ivan Lebedev Nikita Serov Grigorii Kirgizov Nikolay Nikitin Vladimir Vinogradov
Algorithm Type
GP
Authors
Zeyuan Ma Jiacheng Chen Hongshu Guo Yue-Jiao Gong
Algorithm Type
ES, DE, GA
Authors
Daniel Blasco Antonio Iglesias Jorge Echeverria Francisca Perez Carlos Cetina
Algorithm Type
EP
Authors
Claude Carlet Marko Ðurasevic Domagoj Jakobovic Stjepan Picek Luca Mario
Algorithm Type
GP

21st Annual Humies Awards — Melbourne, Australia

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Shulei Liu Wen Yao Handing Wang Wei Peng Rapidly Evolving Soft Robots via Action Inheritance (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Irina Maliukov Achiya Elyasaf Oded Margalit Gera Weiss Evolving Assembly Code in an Adversarial Environment (opens in new tab) Entry Form (opens in new tab) GP
Junru Song Yang Yang Wei Peng Weien Azhou Feifei Wang Wen Yao MorphVAE: Advancing Morphological Design of Voxel-Based Soft Robots with Variational Autoencoders (opens in new tab) Entry Form (opens in new tab) ES
Jia Guo Yuji Sato Guoyuan Zhou Jiacheng Li Binghua Shi Yi Di Yan Zhou Ke Yan A Gated Recurrent Unit Model with Fibonacci Attenuation Particle Swarm Optimization for Carbon Emission Prediction (opens in new tab) Pair barracuda swarm optimization algorithm: a natural-inspired metaheuristic method for high dimensional optimization (opens in new tab) A novel hermit crab optimization algorithm (opens in new tab) Entry Form (opens in new tab) ES
BRONZE Gerald Pereira David Howard Paulus Lahur Michael Breedon Phil Kilby Christian Hornung Freeform generative design of complex functional structures (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) GA -- NSGA-II
BRONZE Yunqi Shi Ke Xue Lei Song Chao Qian Macro Placement by Wire-Mask-Guided Black-Box Optimization (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) GA
Ping Guo Fei Liu Xi Lin Qingchuan Zhao Qingfu Zhang L-AutoDA: Large Language Models for Automatically Evolving Decision-based Adversarial Attacks (opens in new tab) Entry Form (opens in new tab) ES with LLM-driven operators
Yanan Wang Yan Pei Zerui Ma Jianqiang Li A User-Guided Generation Framework for Personalized Music Synthesis Using Interactive Evolutionary Computation (opens in new tab) Entry Form (opens in new tab) GA -- Interactive EC
FINALIST Roy de Winter Bas Milatz Julian Blank Niki van Stein Thomas Bäck Kalyanmoy Deb Parallel multi-objective optimization for expensive and inexpensive objectives and constraints (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) Surrogate-Assisted Optimization
FINALIST Xiao-Cheng Liao Yi Mei Mengjie Zhang Learning Traffic Signal Control via Genetic Programming (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) GP
FINALIST Francisco Javier Ruiz Ortega Eddie Clemente Alicia Martínez Rebollar José Jassón Flores Prieto An evolutionary parsimonious approach to estimate daily reference evapotranspiration (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) GP
GOLD Kévin Cortacero Brienne McKenzie Sabina Müller Roxana Khazen Fanny Lafouresse Gaëlle Corsaut Nathalie Van Acker François-Xavier Frenois Laurence Lamant Nicolas Meyer Béatrice Vergier Dennis G. Wilson Hervé Luga Oskar Staufer Michael L. Dustin Salvatore Valitutti Sylvain Cussat-Blanc Evolutionary design of explainable algorithms for biomedical image segmentation (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) GP
Xiang-Ling Chen Xiao-Cheng Liao Wei-Neng Chen Heuristic Navigation Model based on Genetic Programming for Multi-UAV Power Inspection Problem with Charging Stations (opens in new tab) Entry Form (opens in new tab) GEP
FINALIST Fei Liu Xialiang Tong Mingxuan Yuan Xi Lin Fu Luo Zhenkun Wang Zhichao Lu Qingfu Zhang Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) GA
Ahmed Kheiri Yaroslav Pylyayskyy Peter Jacko Efficient Scheduling of GECCO Conferences using Hyper-heuristic Algorithms (opens in new tab) Entry Form (opens in new tab) ECOM
SILVER Penousal Machado Tiago Martins João Correia Luis Espirito Santo Nuno Lourenço João Miguel Cunha Sérgio Rebelo From Pixels to Metal: AI-Empowered Numismatic Art (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) GP, GE
Authors
Shulei Liu Wen Yao Handing Wang Wei Peng
Algorithm Type
GA
Authors
Irina Maliukov Achiya Elyasaf Oded Margalit Gera Weiss
Algorithm Type
GP
Authors
Junru Song Yang Yang Wei Peng Weien Azhou Feifei Wang Wen Yao
Algorithm Type
ES
Outcome
BRONZE
Authors
Gerald Pereira David Howard Paulus Lahur Michael Breedon Phil Kilby Christian Hornung
Algorithm Type
GA -- NSGA-II
Outcome
BRONZE
Authors
Yunqi Shi Ke Xue Lei Song Chao Qian
Algorithm Type
GA
Authors
Ping Guo Fei Liu Xi Lin Qingchuan Zhao Qingfu Zhang
Algorithm Type
ES with LLM-driven operators
Outcome
FINALIST
Authors
Roy de Winter Bas Milatz Julian Blank Niki van Stein Thomas Bäck Kalyanmoy Deb
Algorithm Type
Surrogate-Assisted Optimization
Outcome
FINALIST
Authors
Xiao-Cheng Liao Yi Mei Mengjie Zhang
Algorithm Type
GP
Outcome
FINALIST
Authors
Francisco Javier Ruiz Ortega Eddie Clemente Alicia Martínez Rebollar José Jassón Flores Prieto
Algorithm Type
GP
Outcome
GOLD
Authors
Kévin Cortacero Brienne McKenzie Sabina Müller Roxana Khazen Fanny Lafouresse Gaëlle Corsaut Nathalie Van Acker François-Xavier Frenois Laurence Lamant Nicolas Meyer Béatrice Vergier Dennis G. Wilson Hervé Luga Oskar Staufer Michael L. Dustin Salvatore Valitutti Sylvain Cussat-Blanc
Algorithm Type
GP
Outcome
FINALIST
Authors
Fei Liu Xialiang Tong Mingxuan Yuan Xi Lin Fu Luo Zhenkun Wang Zhichao Lu Qingfu Zhang
Algorithm Type
GA
Authors
Ahmed Kheiri Yaroslav Pylyayskyy Peter Jacko
Algorithm Type
ECOM
Outcome
SILVER
Authors
Penousal Machado Tiago Martins João Correia Luis Espirito Santo Nuno Lourenço João Miguel Cunha Sérgio Rebelo
Algorithm Type
GP, GE

20th Annual Humies Awards — 2023 — Lisbon, Portugal

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Silver Jordan MacLachlan Yi Mei Fangfang Zhang Mengjie Zhang Jessica Signal Learning Emergency Medical Dispatch Policies via GP (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) Genetic Programming
Raz Lapid Zvika Haramaty Moshe Sipper An Evolutionary, Gradient-Free, Query-Efficient, Black-Box Algorithm for Generating Adversarial Instances in Deep Convolutional Neural Networks (opens in new tab) Entry Form (opens in new tab) Genetic Algorithm (GA)
Robert Tjarko Lange Tom Schaul Yutian Chen Zahavy Chris Lu Valentin Dalibard Satinder Singh Sebastian Flennerhag Discovering Evolution Strategies using Meta-Black-Box Optimization (opens in new tab) Discovering Attention-Based Genetic Algorithms using Meta-Black-Box Optimization (opens in new tab) Entry Form (opens in new tab) Evolution Strategies (ES) and Genetic Algorithms (GA)
Leonardo Lucio Custode Federico Mento Sajjad Afrakhteh Francesco Tursi Andrea Smargiassi Riccardo Inchingolo Tiziano Perrone Giovanni Iacca Libertario Demi Neuro-symbolic interpretable AI for automatic COVID-19 patient-stratification based on standardised lung ultrasound data (opens in new tab) Multi-objective automatic analysis of lung ultrasound data from COVID-19 patients by means of deep learning and decision trees (opens in new tab) Entry Form (opens in new tab) GE (Grammatical Evolution) with NSGA-II
Chris Lu Alistair Letcher Luke Metz Christian Schroeder de Witt Discovered Policy Optimisation (opens in new tab) Entry Form (opens in new tab) Evolution Strategies (ES)
Finalist Ritwik Murali Palanisamy Thangavel C. Shunmuga Velayutham Evolving malware variants as antigens for antivirus systems (opens in new tab) Adapting novelty towards generating antigens for antivirus systems (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) Genetic Programming (GP)
Bronze Julia Reuter Hani Elmestikawy Sanaz Mostaghim Berend van Wachem Fabien Evrard Manoj Cendrollu Towards Improving Simulations of Flows around Spherical Particles Using Genetic Programming (opens in new tab) Graph Networks as Inductive Bias for Genetic Programming: Symbolic Models for Particle-Laden Flows (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP (Genetic Programming)
Ofer Shir Boris Yazmir Assaf Israeli Dan Gamrasni Algorithmically-Guided Postharvest Protocols by Experimental Combinatorial Optimization (opens in new tab) Entry Form (opens in new tab) Mixed-Integer Evolution Strategy (MIES)
Yi Song Xiaoyuan Xie Xihao Zhang Quanming Liu Ruizhi Gao Evolving Ranking-Based Failure Proximities for Better Clustering in Fault Isolation (opens in new tab) Entry Form (opens in new tab) GP (genetic programming)
Finalist Vadim Liventsev Anastasiia Grishina Aki Härmä Leon Moonen Fully Autonomous Programming with Large Language Models (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) GP (genetic programming), GI (genetic improvement)
Claude Carlet Luca Mariot Luca Manzoni Stjepan Picek Evolutionary Strategies for the Design of Binary Linear Codes (opens in new tab) Entry Form (opens in new tab) ES (Evolutionary Strategies)
Finalist Marina De La Cruz Carlos Cervig¢n Jorge Alvarado Marta Botella-Serrano J Ignacio Hidalgo Evolving Classification Rules for Predicting Hypoglycemia Events (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Grammatical Evolution (GE)
Nikita Starodubcev Nikolay Nikitin Elizaveta Andronova Konstantin Gavaza Denis Sidorenko Anna Kalyuzhnaya Surrogate-Assisted Evolutionary Generative Design Of Breakwaters Using Deep Convolutional Networks (opens in new tab) Generative design of physical objects using modular framework (opens in new tab) Entry Form (opens in new tab) GA (Genetic Algorithm)
Cristian Sandoval Cuate Oliver Gonzalez Luis C Gonzalez Leonardo Trujillo Oliver Schütze Towards fast approximations for the hypervolume indicator for multi-objective optimization problems by Genetic Programming (opens in new tab) Entry Form (opens in new tab) Genetic Programming (GP)
Silver William La Cava Paul C. Lee Imran Ajmal Xiruo Ding Priyanka Solanki Jordana B. Cohen Jason Moore Daniel Herman A flexible symbolic regression method for constructing interpretable clinical prediction models (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP (Genetic Programming)
Finalist Atoosa Parsa Sven Witthaus Nidhi Pashine Corey S. O'Hern Rebecca Kramer-Bottiglio Josh Bongard Universal Mechanical Polycomputation in Granular Matter (opens in new tab) Evolving Programmable Computational Metamaterials (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Video (opens in new tab) Genetic Algorithms (GA), Age-Fitness Pareto Optimization (AFPO)
Gold Joel Kuepper Andres Erbsen Jason Gross Owen Conoly Chuyue Sun Samuel Tian David Wu Adam Chlipala Chitchanok Chuengsatiansun Daniel Genkin Markus Wagner Yuval Yarom CryptOpt: Verified Compilation with Randomized Program Search for Cryptographic Primitives (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Genetic Improvement
Boris Almonacid AutoMH: Automatically Create Evolutionary Metaheuristic Algorithms Using Reinforcement Learning (opens in new tab) Entry Form (opens in new tab) AutoMH (Automatically Metaheuristic) & RL (Reinforcement Learning)
Alexander Hvatov Mikhail Maslyaev Elizaveta Ivanchik Comparison of Single- and Multi- Objective Optimization Quality for Evoltionary Discovery (opens in new tab) Directed differential equation discovery using modified mutation and cross-over operators (opens in new tab) Multiobjective evolutionary discovery of equation-based analytical models for dynamical systems (opens in new tab) Solver-Based Fitness Function for the Data-Driven Evolutionary Discovery of Partial Differential Equations (opens in new tab) Entry Form (opens in new tab) GP (Genetic Programming)
Outcome
Silver
Authors
Jordan MacLachlan Yi Mei Fangfang Zhang Mengjie Zhang Jessica Signal
Algorithm Type
Genetic Programming
Authors
Robert Tjarko Lange Tom Schaul Yutian Chen Zahavy Chris Lu Valentin Dalibard Satinder Singh Sebastian Flennerhag
Algorithm Type
Evolution Strategies (ES) and Genetic Algorithms (GA)
Authors
Leonardo Lucio Custode Federico Mento Sajjad Afrakhteh Francesco Tursi Andrea Smargiassi Riccardo Inchingolo Tiziano Perrone Giovanni Iacca Libertario Demi
Algorithm Type
GE (Grammatical Evolution) with NSGA-II
Authors
Chris Lu Alistair Letcher Luke Metz Christian Schroeder de Witt
Algorithm Type
Evolution Strategies (ES)
Authors
Ofer Shir Boris Yazmir Assaf Israeli Dan Gamrasni
Algorithm Type
Mixed-Integer Evolution Strategy (MIES)
Authors
Yi Song Xiaoyuan Xie Xihao Zhang Quanming Liu Ruizhi Gao
Algorithm Type
GP (genetic programming)
Outcome
Finalist
Authors
Vadim Liventsev Anastasiia Grishina Aki Härmä Leon Moonen
Algorithm Type
GP (genetic programming), GI (genetic improvement)
Authors
Claude Carlet Luca Mariot Luca Manzoni Stjepan Picek
Algorithm Type
ES (Evolutionary Strategies)
Outcome
Finalist
Authors
Marina De La Cruz Carlos Cervig¢n Jorge Alvarado Marta Botella-Serrano J Ignacio Hidalgo
Algorithm Type
Grammatical Evolution (GE)
Authors
Nikita Starodubcev Nikolay Nikitin Elizaveta Andronova Konstantin Gavaza Denis Sidorenko Anna Kalyuzhnaya
Algorithm Type
GA (Genetic Algorithm)
Authors
Cristian Sandoval Cuate Oliver Gonzalez Luis C Gonzalez Leonardo Trujillo Oliver Schütze
Algorithm Type
Genetic Programming (GP)
Outcome
Silver
Authors
William La Cava Paul C. Lee Imran Ajmal Xiruo Ding Priyanka Solanki Jordana B. Cohen Jason Moore Daniel Herman
Algorithm Type
GP (Genetic Programming)
Outcome
Finalist
Authors
Atoosa Parsa Sven Witthaus Nidhi Pashine Corey S. O'Hern Rebecca Kramer-Bottiglio Josh Bongard
Algorithm Type
Genetic Algorithms (GA), Age-Fitness Pareto Optimization (AFPO)
Outcome
Gold
Authors
Joel Kuepper Andres Erbsen Jason Gross Owen Conoly Chuyue Sun Samuel Tian David Wu Adam Chlipala Chitchanok Chuengsatiansun Daniel Genkin Markus Wagner Yuval Yarom
Algorithm Type
Genetic Improvement
Authors
Boris Almonacid
Algorithm Type
AutoMH (Automatically Metaheuristic) & RL (Reinforcement Learning)

19th Annual Humies Awards — 2022 — Hybrid, Boston, Massachusetts, USA

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Anibal Tavares de Azevedo On the Implementation of Simulation-based on Representation by Rules Methodology to Plan Port Logistics Operation.pdf (opens in new tab) Automatic Generator of Loading Rules and Its Applications on Logistics Operations.pdf (opens in new tab) Entry Form (opens in new tab) Genetic Algorithm
Pedro Carvalho Nuno Lourenço Penousal Machado Evolving Adaptive Neural Network Optimizers for Image Classification.pdf (opens in new tab) Entry Form (opens in new tab) GP, Structured Grammatical Evolution
Pantia-Marina Alchirch Dimitrios I. Diochnos Katia Papakonstantinopoulou Evolving Monotone Conjunctions in Regimes Beyond Proved Convergence (opens in new tab) Entry Form (opens in new tab) (1+1)-ES
FINALIST Francisca Pérez Jaime Font Lorena Arcega Carlos Cetina Empowering the Human as the Fitness Function in Search-Based Model-Driven Engineering (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) GA
Amir H. Gandomi David A. Roke A Multi-Objective Evolutionary Framework for Formulation of Nonlinear Structural Systems.pdf (opens in new tab) Entry Form (opens in new tab) Genetic Programming (GP)
FINALIST Dmytro Humeniuk Giuliano Antoniol Foutse Khomh A search-based framework for automatic generation of testing environments for cyber-physical systems (opens in new tab) AmbieGen tool at the SBST 2022 Tool Competition (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA, NSGA-II
Alexander Hvatov Mikhail Maslyaev Anna Kalyuzhnaya Mark Merezhnikov Partial differential equations discovery with EPDE framework: application for real and synthetic data (opens in new tab) Multi-objective discovery of PDE systems using evolutionary approach (opens in new tab) Multi-objective closed-form algebraic expressions discovery approach application to the synthetic time-series generation (opens in new tab) Solver-Based Fitness Function for the Data-Driven Evolutionary Discovery of Partial Differential Equation (opens in new tab) Entry Form (opens in new tab) GP
Jun Suk Kim Chang Wook Ahn Size-Efficient Sparse Population for Strictly Structured Quantum Genetic Algorithm (opens in new tab) Quantum Strategy of Population Initialization in Genetic Algorithm (opens in new tab) Entry Form (opens in new tab) GA
Man-Je Kim Chang Wook Ahn Nondominated Policy-Guided Learning in Multi-Objective Reinforcement Learning.pdf (opens in new tab) Entry Form (opens in new tab) ES
FINALIST Leonardo Herrera M.C.Rodríguez-Liñán Eddie Clemente Marlen Meza-Sánchez Luis Monay-Arredondo Evolved Extended Kalman Filter for first-order dynamical systems with unknown measurements noise covariance (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) GP (Genetic Programming)
SILVER AWARD Risto Miikkulainen Elliot Meyerson Xin Qiu Ujjayant Sinha Raghav Kumar Karen Hofmann Yiyang Matt Yan Michael Ye Jingyuan Yang Damon Caiazza Stephanie Manson Brown Evaluating Medical Aesthetics Treatments through Evolved Age-Estimation Models (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Genetic Algorithms
Sebastian Angrick Ben Bals Niko Hastrich Maximilian Kleissl Vanja Doskoč Maximilian Katzmann Louise Molitor Tobias Friedrich Towards Explainable Real Estate Valuation via Evolutionary Algorithms (opens in new tab) Entry Form (opens in new tab) GA (Genetic Algorithms)
Nikolay Nikitin Nikita Starodubcev Georgii Grigorev Alexander Hvatov Alexander Lebedev Xiaohao Wang Xiang Qian Liwei Lin Georgii Maksimov Anna Kalyuzhnaya Iana Polonskaia Surrogate-Assisted Evolutionary Generative Design Of Breakwaters Using Deep Convolutional Networks (opens in new tab) Single Red Blood Cell Hydrodynamic Traps via the Generative Design (opens in new tab) Generative design of microfluidic channel geometry using evolutionary approach (opens in new tab) Entry Form (opens in new tab) GA
FINALIST Dilini Samarasinghe Erandi Lakshika Michael Barlow Kathryn Kasmarik Grammar-based cooperative learning for evolving collective behaviours in multi-agent systems (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) Grammatical Evolution
GOLD AWARD Jonas Schmitt Sebastian Kuckuk Harald Köstler Evolving Generalizable Multigrid-Based Helmholtz Preconditioners with Grammar-Guided Genetic Programming (opens in new tab) EvoStencils: a grammar-based genetic programming approach for constructing efficient geometric multigrid methods (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GGGP (Grammar-Guided Genetic Programming)
Nilotpal Sinha Kuan-Wen Chen Evolving Neural Architecture Using One Shot Model (opens in new tab) Neural Architecture Search using Progressive Evolution (opens in new tab) Novelty Driven Evolutionary Neural Architecture Search (poster) (opens in new tab) Entry Form (opens in new tab) GA (Genetic Algorithms)
FINALIST Roy Poliansky Moshe Sipper Achiya Elyasaf Link to the Open Access Sipper Paper (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) GP (Genetic Programming)
SILVER AWARD Eric Claassen Etienne Coz Johan Garssen Aletta D. Kraneveld Alejandro Lopez Rincon Lucero Mendoza Maldonado Carmina A. Perez Romero Patrick Tabeling Alberto Tonda Jessica Vanhomwegen Design of Specific Primer Sets for SARS-CoV-2 Variants Using Evolutionary Algorithms (opens in new tab) Design of Specific Primer Sets for the Detection of SARS-CoV-2 Variants of Concern B.1.1.7, B.1.351, P.1, B.1.617.2 using Artificial Intelligence (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Authors
Pedro Carvalho Nuno Lourenço Penousal Machado
Algorithm Type
GP, Structured Grammatical Evolution
Authors
Pantia-Marina Alchirch Dimitrios I. Diochnos Katia Papakonstantinopoulou
Algorithm Type
(1+1)-ES
Outcome
FINALIST
Authors
Francisca Pérez Jaime Font Lorena Arcega Carlos Cetina
Algorithm Type
GA
Authors
Amir H. Gandomi David A. Roke
Algorithm Type
Genetic Programming (GP)
Outcome
FINALIST
Authors
Leonardo Herrera M.C.Rodríguez-Liñán Eddie Clemente Marlen Meza-Sánchez Luis Monay-Arredondo
Algorithm Type
GP (Genetic Programming)
Outcome
SILVER AWARD
Authors
Risto Miikkulainen Elliot Meyerson Xin Qiu Ujjayant Sinha Raghav Kumar Karen Hofmann Yiyang Matt Yan Michael Ye Jingyuan Yang Damon Caiazza Stephanie Manson Brown
Algorithm Type
Genetic Algorithms
Authors
Sebastian Angrick Ben Bals Niko Hastrich Maximilian Kleissl Vanja Doskoč Maximilian Katzmann Louise Molitor Tobias Friedrich
Algorithm Type
GA (Genetic Algorithms)
Outcome
FINALIST
Authors
Dilini Samarasinghe Erandi Lakshika Michael Barlow Kathryn Kasmarik
Algorithm Type
Grammatical Evolution
Outcome
FINALIST
Authors
Roy Poliansky Moshe Sipper Achiya Elyasaf
Algorithm Type
GP (Genetic Programming)
Outcome
SILVER AWARD
Authors
Eric Claassen Etienne Coz Johan Garssen Aletta D. Kraneveld Alejandro Lopez Rincon Lucero Mendoza Maldonado Carmina A. Perez Romero Patrick Tabeling Alberto Tonda Jessica Vanhomwegen
Algorithm Type
GA

18th Annual Humies Awards — 2021 — ONLINE, scheduled for Lille, France

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Michela Lorandi Leonardo Lucio Custode Giovanni Iacca First Entry: Genetic Improvement of Routing Protocols for Delay Tolerant Networks (opens in new tab) Entry Form (opens in new tab) GP, Genetic Improvement
Hyunho Mo Leonardo Lucio Custode Giovanni Iacca Second Entry: Evolutionary Neural Architecture Search for Remaining Useful Life Prediction (opens in new tab) Entry Form (opens in new tab) GA
Maximilian Böther Leon Schiller Philipp Fischbeck Louise Molitor Martin S. Krejca Tobias Friedrich Evolutionary Minimization of Traffic Congestion (opens in new tab) Entry Form (opens in new tab) GA
BRONZE AWARD Daniel Blasco Jaime Font Mar Zamorano Carlos Cetina An Evolutionary Approach for Generating Software Models: The Case of Kromaia in Game Software Engineering (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) Genetic Modeling
SILVER AWARD Marco Virgolin Ziyuan Wang Tanja Alderliesten Peter A. N. Bosman Brian Balgobind Irma W.E.M. van Dijk Jan Wirsma Petra Kroon Gert Janssens Marcel van Herk David Hodgson Lorna Zadravec Zalatel Coen Rasch Arjan Bel Paper A: Machine learning for the prediction of pseudorealistic pediatric abdominal phantoms for radiation dose reconstruction (opens in new tab) Paper B: Surrogate-free machine learning-based organ dose reconstruction for pediatric abdominal radiotherapy (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) GP
Claude Carlet Stjepan Picek Domagoj Jakobovic Evolutionary Algorithms Assisted Construction of Cryptographic Boolean Functions (opens in new tab) Entry Form (opens in new tab) GA, GP, and ES
Domagoj Jakobovic Luca Manzoni Luca Mariot Stjepan Picek CoinGP: Convolutional Inpainting with Genetic Programming (opens in new tab) Entry Form (opens in new tab) GP
Azam Asilian Bidgoli Steven Trumble Shahryar Rahnamayan Discovering Numerous Strassen's Equivalent Equations Using a Simple Micro Multimodal GA: Evolution in Action (opens in new tab) Entry Form (opens in new tab) GA
Gustavo Olague Gerardo Ibarra-Vazquez Mariana Chan-Ley Cesar Puente Carlos Soubervielle-Montalvo A deep genetic programming based methodology for art media classification robust to adversarial perturbations (opens in new tab) Automated Design of Accurate and Robust Image Classifiers with Brain Programming (opens in new tab) Entry Form (opens in new tab) GP
Pedro Carvalho Nuno Lourenço Filipe Assunção Penousal Machado AutoLR: an evolutionary approach to learning rate policies (opens in new tab) Evolving Learning Rate Optimizers for Deep Neural Networks (opens in new tab) Entry Form (opens in new tab) GP and Structured Grammatical Evolution (SGE)
Finalist Andrew Nader Danielle Azar Paper 1: Searching for activation functions using a self-adaptive evolutionary algorithm (opens in new tab) Paper 2: Evolution of Activation Functions: An Empirical Investigation (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) GP
GOLD AWARD Esteban Real Chen Liang David R. So Quoc V. Le AutoML-Zero: Evolving Machine Learning Algorithms From Scratch (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) Linear GP
Finalist Matthew Witten Owen Clancey Feasibility of Genetic Programming for the Optimization of Tissue-Type-Segmented Maps in the Generation of Synthetic CT in Radiation Therapy Treatment Planning (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) GP
Alexander Hvatov Mikhail Maslyaev Anna Kalyuzhnaya The data-driven physical-based equations discovery using evolutionary approach (opens in new tab) Partial differential equations discovery with EPDE framework: application for real and synthetic data (opens in new tab) Multi-Objective Discovery of PDE Systems Using Evolutionary Approach (opens in new tab) Entry Form (opens in new tab) GP
Aidan Murphy Muhammad Sarmad Ali Gra'inne Murphy Jorge L. M. Amaral Douglas Mota Dias Enrique Naredo Conor Ryan Towards Incorporating Human Knowledge in Fuzzy Pattern Tree Evolution (opens in new tab) Grammar-based Fuzzy Pattern Trees for Classification Problems (opens in new tab) Entry Form (opens in new tab) Grammatical Evolution
Luigi Penco Enrico Hoffman Valerio Modugno Waldez Azevedo-Gomes Junior Jean-Baptiste Mouret Serena Ivaldi Learning Robust Task Priorities and Gains for Control of Redundant Robots (opens in new tab) Entry Form (opens in new tab) Multi-objective evolutionary algorithms
Adam Gaier Alexander Asteroth Jean-Baptiste Mouret Discovering Representations for Black-box Optimization (opens in new tab) Entry Form (opens in new tab) Quality Diversity (QD) algorithm followed by a machine learning algorithm followed by ES
Finalist Nikolay Nikitin Yana Polonskaia Pavel Vychuzhanin Irina Barabanova Revin Ilia Alexander Hvatov Alexander Boukhanovsky Anna Kalyuzhnaya Multi-Objective Evolutionary Design of Composite Data-Driven Models (opens in new tab) Structural Evolutionary Learning for Composite Classification Models (opens in new tab) Automatic evolutionary learning of composite models with knowledge enrichment (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) GP
Xingxing Hao Rong Qu Jing Liu A Unified Framework of Graph-based Evolutionary Multitasking Hyper-Heuristic (opens in new tab) Entry Form (opens in new tab) GA
Hajira Jabeen Jonas Weinz Jens Lehman AutoChef: Automated Generation of Cooking Recipes (opens in new tab) Entry Form (opens in new tab) GP
Authors
Michela Lorandi Leonardo Lucio Custode Giovanni Iacca
Algorithm Type
GP, Genetic Improvement
Authors
Maximilian Böther Leon Schiller Philipp Fischbeck Louise Molitor Martin S. Krejca Tobias Friedrich
Algorithm Type
GA
Outcome
BRONZE AWARD
Authors
Daniel Blasco Jaime Font Mar Zamorano Carlos Cetina
Algorithm Type
Genetic Modeling
Outcome
SILVER AWARD
Authors
Marco Virgolin Ziyuan Wang Tanja Alderliesten Peter A. N. Bosman Brian Balgobind Irma W.E.M. van Dijk Jan Wirsma Petra Kroon Gert Janssens Marcel van Herk David Hodgson Lorna Zadravec Zalatel Coen Rasch Arjan Bel
Algorithm Type
GP
Authors
Claude Carlet Stjepan Picek Domagoj Jakobovic
Algorithm Type
GA, GP, and ES
Authors
Domagoj Jakobovic Luca Manzoni Luca Mariot Stjepan Picek
Algorithm Type
GP
Authors
Pedro Carvalho Nuno Lourenço Filipe Assunção Penousal Machado
Algorithm Type
GP and Structured Grammatical Evolution (SGE)
Outcome
GOLD AWARD
Authors
Esteban Real Chen Liang David R. So Quoc V. Le
Algorithm Type
Linear GP
Authors
Aidan Murphy Muhammad Sarmad Ali Gra'inne Murphy Jorge L. M. Amaral Douglas Mota Dias Enrique Naredo Conor Ryan
Algorithm Type
Grammatical Evolution
Authors
Luigi Penco Enrico Hoffman Valerio Modugno Waldez Azevedo-Gomes Junior Jean-Baptiste Mouret Serena Ivaldi
Algorithm Type
Multi-objective evolutionary algorithms
Authors
Adam Gaier Alexander Asteroth Jean-Baptiste Mouret
Algorithm Type
Quality Diversity (QD) algorithm followed by a machine learning algorithm followed by ES
Authors
Hajira Jabeen Jonas Weinz Jens Lehman
Algorithm Type
GP

17th Annual Humies Awards — 2020 — ONLINE, scheduled for Cancun, Mexico

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Silver Marlen Meza-Sánchez Eddie Clemente María del Carmen Rodríguez-Liñán Family of controllers based on sector non-linear functions: an application for first-order dynamical systems (opens in new tab) Synthetic-analytic behavior-based control framework: Constraining velocity in tracking for nonholonomic wheeled mobile robots (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) Genetic Programming
Bronze Ekaterina Noskova Vladimir Ulyantsev Klaus-Peter Koepfli Stephen J O’Brien Pavel Dobrynin GADMA: Genetic algorithm for inferring demographic history of multiple populations from allele frequency spectrum data (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) Genetic Algorithm (GA)
Jose Enrique Hernandez-Beltran Victor H. Diaz-Ramirez Leonardo Trujillo Pierrick Legrand Rigoberto Juarez-Salazar Design of estimators for restoration of images degraded by haze using genetic programming (opens in new tab) Real-time image dehazing using genetic programming (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) Generic Programming (GP)
Gold Lake A. Singh William R. Whittecar Marc D. DiPrinzio Jonathan D. Herman Matthew P. Ferringer Patrick M. Reed Low cost satellite constellations for nearly continuous global coverage (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) Many-Objective Evolutionary Algorithm (MOEA)
Risto Miikkulainen Olivier Francon Elliot Meyerson Xin Qiu Elisa Canzani Babak Hodjat From Prediction to Prescription: Evolutionary Optimization of Non-Pharmaceutical Interventions in the COVID-19 Pandemic (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) Genetic Algorithm
Ahmed Kheiri Heuristic Sequence Selection for Inventory Routing Problem (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) ECOM (Evolutionary Combinatorial Optimisation and Metaheuristics)
Luca Mariot Stjepan Picek Domagoj Jakobovic Alberto Leporati An Evolutionary View on Reversible Shift-Invariant Transformations (opens in new tab) Entry Form (opens in new tab) Video (opens in new tab) GA (Genetic Algorithms), GP (Genetic Programming)
Outcome
Bronze
Authors
Ekaterina Noskova Vladimir Ulyantsev Klaus-Peter Koepfli Stephen J O’Brien Pavel Dobrynin
Algorithm Type
Genetic Algorithm (GA)
Authors
Jose Enrique Hernandez-Beltran Victor H. Diaz-Ramirez Leonardo Trujillo Pierrick Legrand Rigoberto Juarez-Salazar
Algorithm Type
Generic Programming (GP)
Outcome
Gold
Authors
Lake A. Singh William R. Whittecar Marc D. DiPrinzio Jonathan D. Herman Matthew P. Ferringer Patrick M. Reed
Algorithm Type
Many-Objective Evolutionary Algorithm (MOEA)
Authors
Risto Miikkulainen Olivier Francon Elliot Meyerson Xin Qiu Elisa Canzani Babak Hodjat
Algorithm Type
Genetic Algorithm
Authors
Ahmed Kheiri
Algorithm Type
ECOM (Evolutionary Combinatorial Optimisation and Metaheuristics)
Authors
Luca Mariot Stjepan Picek Domagoj Jakobovic Alberto Leporati
Algorithm Type
GA (Genetic Algorithms), GP (Genetic Programming)

16th Annual Humies Awards — 2019 — Prague, Czech Republic

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Marcelo de Souza Marcus Rolf Peter Ritt An Automatically Designed Recombination Heuristic for the Test-Assignment Problem (opens in new tab) Entry Form (opens in new tab) Grammatical Evolution (GE), Evolution Strategy (ES)
Luca Parisi Narrendar RaviChandran Marianne Lynn Manaog A novel hybrid algorithm for aiding prediction of prognosis in patients with hepatitis. (opens in new tab) Entry Form (opens in new tab) Learning Classifier System (LCS) -- coupled Lagrangian SVM and Multi-Layer Perceptron
Finalist Jason Moore Randal Olson Yong Chen Moshe Sipper Automated discovery of test statistics using genetic programming (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Genetic Programming (GP)
Finalist Jannik Peters Daniel Stephan Isabel Amon Hans Gawendowicz Julius Lischeid Lennart Salabarria Felix Werner Martin Kreica Ralf Rothenberger Timo Kötzing Tobias Friedrich Mixed Integer Programming versus Evolutionary Computation for Optimizing a Hard Real-World Staff Assignment Problem (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Memetic Algorithm (EA + min-cost max-flow algorithm)
Maria Akram Ali Raza Towards the development of robot immune system: A combined approach involving innate immune cells and T-lymphocytes. (opens in new tab) Entry Form (opens in new tab) Artificial Immune System (AIS)
Filipe Assunção João Correia Rúben Conceição Mário Pimenta Bernardo Tomé Nuno Lourenço Penousal Machado Automatic Design of Artificial Neural Networks for Gamma-Ray Detection (opens in new tab) Entry Form (opens in new tab) Grammatical Evolution (GE)
Finalist Yann Semet BenoÓt Berthelot Thierry Glais Christian IsbÈrie AurÈlien Varest Expert Competitive Traffic Light Optimization with Evolutionary Algorithms (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) MOEA (NSGA-II variant) and Evolution Strategies (ES)
Jia Luo Shigeru Fujimara Didier El Baz Bastien Plazolles GPU based parallel genetic algorithm for solving an energy efficient dynamic flexible flow shop scheduling problem (opens in new tab) Entry Form (opens in new tab) Genetic Algorithm (GA)
Silver Award S. C. Maree Ernst S. Kooreman Niek van Wieringen Arjan Bel Karel A. Hinnen Henrike Westerveld Bradley R. Pieters Tanja Alderliesten Hoang Luong Ngoc Peter A. N. Bosman Evaluation of bi-objective treatment planning for high-dose-rate prostate brachytherapy - A retrospective observer study (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Estimation of Distribution Algorithm (EDA)
Finalist Francisca Pérez Jaime Font Lorena Arcepa Carlos Cetina Collaborative feature location in models through automatic query expansion (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Genetic Algorithm (GA)
Tuong Manh Vu Charlotte Probst Joshua M. Epstein Alan Brennan Mark Strong Robin C. Purshouse Toward inverse generative social science using multi-objective genetic programming (opens in new tab) Entry Form (opens in new tab) Genetic Programming (GP)
Hormoz Shahrzad Babak Hodjat Camille Dolle Andre Nenissov Simon Lau Jonn Goodhew Justin Dyer Risto Miikkulainen Enhanced Optimization With Composite Objectives and Novelty Pulsation (opens in new tab) Entry Form (opens in new tab) Genetic Programming (GP)
Finalist Icaro Marcelino Miranda Claus Aranha Marcelo Ladeira Classification of EEG Signals using Genetic Programming for Feature Construction (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Feature selection and construction with Genetic Programming (GP)
Bronze Award Michail Basios Lingbo Li Fan Wu Leslie Kanthan Earl T. Barr Darwinian Data Structure Selection (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Genetic Improvement (GI), Genetic Algorithm (GA)
Gold Award David Lynch Michael Fenton David Fagan Stepan Kucera Holger Claussen Michael O'Neill Automated Self-Optimization in Heterogeneous Wireless Communications Networks (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Grammar-based Genetic Programming (GP)
Finalist Daniel Héctor Stolfi Rosso Enrique Alba Torres Green Swarm: Greener Routes with Bio-inspired Techniques (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) (10+2)-EA
Finalist Daniel Rika Dror Sholomon Eli (Omid) Davidson Nathan S. Netanyahu A Novel Hybrid Scheme Using Genetic Algorithms and Deep Learning for the Reconstruction of Portuguese Tile Panels (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Genetic Algorithm (GA)
Aniruddha Basak Ole J. Mengshoel Kevin Schmidt Wetting and Drying of Soil: From Data to Understandable Models for Prediction (opens in new tab) Entry Form (opens in new tab) Differential Evolution (DE), Genetic Algorithm (GA)
Finalist Walter Krawec Stjepan Picek Donagoj Jakobovic Evolutionary Algorithms for the Design of Quantum Protocols (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Evolution Strategies (ES), Genetic Algorithm (GA)
Authors
Marcelo de Souza Marcus Rolf Peter Ritt
Algorithm Type
Grammatical Evolution (GE), Evolution Strategy (ES)
Authors
Luca Parisi Narrendar RaviChandran Marianne Lynn Manaog
Algorithm Type
Learning Classifier System (LCS) -- coupled Lagrangian SVM and Multi-Layer Perceptron
Outcome
Finalist
Authors
Jason Moore Randal Olson Yong Chen Moshe Sipper
Algorithm Type
Genetic Programming (GP)
Outcome
Finalist
Authors
Jannik Peters Daniel Stephan Isabel Amon Hans Gawendowicz Julius Lischeid Lennart Salabarria Felix Werner Martin Kreica Ralf Rothenberger Timo Kötzing Tobias Friedrich
Algorithm Type
Memetic Algorithm (EA + min-cost max-flow algorithm)
Authors
Filipe Assunção João Correia Rúben Conceição Mário Pimenta Bernardo Tomé Nuno Lourenço Penousal Machado
Algorithm Type
Grammatical Evolution (GE)
Outcome
Finalist
Authors
Yann Semet BenoÓt Berthelot Thierry Glais Christian IsbÈrie AurÈlien Varest
Algorithm Type
MOEA (NSGA-II variant) and Evolution Strategies (ES)
Authors
Jia Luo Shigeru Fujimara Didier El Baz Bastien Plazolles
Algorithm Type
Genetic Algorithm (GA)
Outcome
Silver Award
Authors
S. C. Maree Ernst S. Kooreman Niek van Wieringen Arjan Bel Karel A. Hinnen Henrike Westerveld Bradley R. Pieters Tanja Alderliesten Hoang Luong Ngoc Peter A. N. Bosman
Algorithm Type
Estimation of Distribution Algorithm (EDA)
Outcome
Finalist
Authors
Francisca Pérez Jaime Font Lorena Arcepa Carlos Cetina
Algorithm Type
Genetic Algorithm (GA)
Authors
Tuong Manh Vu Charlotte Probst Joshua M. Epstein Alan Brennan Mark Strong Robin C. Purshouse
Algorithm Type
Genetic Programming (GP)
Authors
Hormoz Shahrzad Babak Hodjat Camille Dolle Andre Nenissov Simon Lau Jonn Goodhew Justin Dyer Risto Miikkulainen
Algorithm Type
Genetic Programming (GP)
Outcome
Finalist
Authors
Icaro Marcelino Miranda Claus Aranha Marcelo Ladeira
Algorithm Type
Feature selection and construction with Genetic Programming (GP)
Outcome
Bronze Award
Authors
Michail Basios Lingbo Li Fan Wu Leslie Kanthan Earl T. Barr
Algorithm Type
Genetic Improvement (GI), Genetic Algorithm (GA)
Outcome
Gold Award
Authors
David Lynch Michael Fenton David Fagan Stepan Kucera Holger Claussen Michael O'Neill
Algorithm Type
Grammar-based Genetic Programming (GP)
Outcome
Finalist
Authors
Daniel Héctor Stolfi Rosso Enrique Alba Torres
Algorithm Type
(10+2)-EA
Outcome
Finalist
Authors
Daniel Rika Dror Sholomon Eli (Omid) Davidson Nathan S. Netanyahu
Algorithm Type
Genetic Algorithm (GA)
Authors
Aniruddha Basak Ole J. Mengshoel Kevin Schmidt
Algorithm Type
Differential Evolution (DE), Genetic Algorithm (GA)
Outcome
Finalist
Authors
Walter Krawec Stjepan Picek Donagoj Jakobovic
Algorithm Type
Evolution Strategies (ES), Genetic Algorithm (GA)

15th Annual “Humies” Awards — 2018 — Kyoto, Japan

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Fan Xue Weisheng Lu Ke Chen Automatic generation of semantically rich as-built building information models using 2D images: A derivative-free optimization approach (opens in new tab) Entry Form (opens in new tab)
Finalist Shin Hwei Tan Zhen Dong Xiang Gao Abhik Roychoudhury Repairing Crashes in Android Apps (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
BRONZE - $1,000 Emma Hart Kevin Sim Barry Gardiner Kana Kamimura A Hybrid Method for Feature Construction and Selection to Improve Wind-Damage Prediction in the Forestry Sector (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Luca Parisi Narrendar RaviChandran Marianne Lyne Manaog Genetic Algorithms and Unsupervised Machine Learning for Predicting Robotic Manipulation Failures for Force-Sensitive Tasks (opens in new tab) Decision support system to improve postoperative discharge: A novel multi-class classification approach (opens in new tab) Entry Form (opens in new tab)
Finalist Filipe Assunção Nuno Lourenço Penousal Machado Bernardete Ribeiro Evolving the Topology of Large Scale Deep Neural Networks (opens in new tab) DENSER: Deep Evolutionary Network Structured Representation assuncao- (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Finalist Eric Medvet Alberto Bartoli On the Automatic Design of a Representation for Grammar-Based Genetic Programming. European Conference on Genetic Programming (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Finalist Dilini Samarasinghe Erandi Lakshika Michael Barlow Kathryn Kasmarik Automatic Synthesis of Swarm Behavioural Rules from their Atomic Components (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Finalist Victor Parque Tomoyuki Miyashita Towards Bundling Minimal Trees in Polygonal Maps (opens in new tab) Path Planning On Hierarchical Bundles With Differential Evolution (opens in new tab) Bundling n-Stars in Polygonal Maps (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
SILVER - $3,000 Stephen Kelly Malcolm I. Heywood Emergent Solutions to High-Dimensional Multi-Task Reinforcement Learning (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
GOLD - $5,000 Michael A. Lones Jane E. Alty Jeremy Cosgrove Philippa Duggan-Carter Stuart Jamieson Rebecca F. Naylor Andrew J. Turner Stephen L. Smith A New Evolutionary Algorithm-Based Home Monitoring Device for Parkinson’s Dyskinesia (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Muneeb Hassan Nasser R. Sabar Andy Song Optimizing Deep Learning by Hyper Heuristic Approach for Classifying Good Quality Images (opens in new tab) Entry Form (opens in new tab)
Aditya Rawal Risto Miikkulainen From Nodes to Networks: Evolving Recurrent Neural Networks (opens in new tab) Entry Form (opens in new tab)
Victor Parque Tomoyuki Miyashita On Vehicle Surrogate Learning with Genetic Programming Ensembles (opens in new tab) Entry Form (opens in new tab)
Tanmay Gangwani Jian Peng Policy Optimization by Genetic Distillation (opens in new tab) Entry Form (opens in new tab)
BRONZE - $1,000 Milan Ceska Jiri Matyas Vojtech Mrazek Lukas Sekanina Zdenek Vasicek Tomas Vojnar Approximating Complex Arithmetic Circuits with Formal Error Guarantees: 32-bit Multipliers Accomplished (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Outcome
Finalist
Authors
Shin Hwei Tan Zhen Dong Xiang Gao Abhik Roychoudhury
Outcome
Finalist
Authors
Dilini Samarasinghe Erandi Lakshika Michael Barlow Kathryn Kasmarik
Outcome
GOLD - $5,000
Authors
Michael A. Lones Jane E. Alty Jeremy Cosgrove Philippa Duggan-Carter Stuart Jamieson Rebecca F. Naylor Andrew J. Turner Stephen L. Smith
Outcome
BRONZE - $1,000
Authors
Milan Ceska Jiri Matyas Vojtech Mrazek Lukas Sekanina Zdenek Vasicek Tomas Vojnar

14th Annual "Humies" Awards — 2017 — Berlin, Germany

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Kıvanç Tatar Matthieu Macret Philippe Pasquier Automatic Synthesizer Preset Generation with PresetGen (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Slides (opens in new tab)
Gold - $5,000 Robin Harper Robert J. Chapman Christopher Ferrie Christopher Granade Richard Kueng Steven T. Flammia Alberto Peruzzo Explaining quantum correlations through evolution of causal models (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Doina Bucur Giovanni Iacca Andrea Marcelli Giovanni Squillero Giovanni Squillero Alberto Tonda Multi-Objective Evolutionary Algorithms for Influence Maximization in Social Networks (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Silver – $3,000 Shin Yoo Xiaoyuan Xie Fei-ching Kuo Tsong Yueh Chen Mark Harman Human Competitiveness of Genetic Programming in Spectrum Based Fault Localisation: Theoretical and Empirical Analysis (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Anastassios Petropoulos Daniel Grebow Drew Jones Gregory Lantoine Et Al GTOC9: Methods and Results from the Jet Propulsion Laboratory Team (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Hossein Moeinzadeh Gaetano D. Gargiulo Paolo Bifulco Mario Cesarelli Et Al Computing a New Central Terminal for ECG recording using combined Genetic Algorithm and linear regression from real patient data (opens in new tab) On the “Zero of Potential of the Electric Field Produced by the Heart Beat”. A Machine Capable of Estimating this Underlying Persistent Error in Electrocardiography (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Vincent R. Ragusa H. David Mathias Vera A. Kazakova Annie S. Wu Enhanced Genetic Path Planning for Autonomous Flight (opens in new tab) Entry Form (opens in new tab)
Bronze - $1,000 Michael Fenton Ciaran McNally Jonathan Byrne Erik Hemberg James McDermott Michael O’Neill Discrete Planar Truss Optimization by Node Position Variation Using Grammatical Evolution (opens in new tab) Automatic innovative truss design using grammatical evolution (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Saemundur O. Haraldsson John R. Woodward Alexander I.E. Brownle The Use of Automatic Test Data Generation for Genetic Improvement in a Live System (opens in new tab) Fixing Bugs in Your Sleep: How Genetic Improvement Became an Overnight Success (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Bronze - $1,000 Risto Miikkulainen Neil Iscoe Aaron Shagrin Ron Cordell Sam Nazari Cory Schoolland Et Al Conversion Rate Optimization through Evolutionary Computation (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Stjepan Picek Luca Mariot Alberto Leporati Domagoj Jakobovic Evolving S-boxes Based on Cellular Automata with Genetic Programming (opens in new tab) Design of S-boxes Defined with Cellular Automata Rules (opens in new tab) Entry Form (opens in new tab)
L.-Y. Chen Y.-L. Yang T.-C. Hsiao ZCSR for Targeting the Optimal Impedance in Digital Radio Frequency Matching Box (opens in new tab) Entry Form (opens in new tab)
Risto Miikkulainen Jason Liang Elliot Meyerson Dan Fink Olivier Francon Evolving Deep Neural Networks (opens in new tab) Entry Form (opens in new tab)
Outcome
Gold - $5,000
Authors
Robin Harper Robert J. Chapman Christopher Ferrie Christopher Granade Richard Kueng Steven T. Flammia Alberto Peruzzo
Authors
Doina Bucur Giovanni Iacca Andrea Marcelli Giovanni Squillero Giovanni Squillero Alberto Tonda
Authors
Anastassios Petropoulos Daniel Grebow Drew Jones Gregory Lantoine Et Al
Authors
Vincent R. Ragusa H. David Mathias Vera A. Kazakova Annie S. Wu
Outcome
Bronze - $1,000
Authors
Risto Miikkulainen Neil Iscoe Aaron Shagrin Ron Cordell Sam Nazari Cory Schoolland Et Al
Authors
Risto Miikkulainen Jason Liang Elliot Meyerson Dan Fink Olivier Francon

13th Annual "Humies" Awards — 2016 — Denver, Colorado

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Kaustuv Nag Nikhil R. Pal A Multiobjective Genetic Programming based Ensemble for Simultaneous Feature Selection and Classification Supplementary Materials (opens in new tab) Entry Form (opens in new tab)
Marco Gaudesi Elio Piccolo Giovanni Squillero Alberto Tonda Exploiting Evolutionary Modeling to Prevail in Iterated Prisoner’s Dilemma Tournaments (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Andrew Starkey Hani Hagras Sid Shakya Gilbert Owusu A Multi-Objective Genetic Type-2 Fuzzy Logic Based System for Mobile Field Workforce Area Optimization (opens in new tab) Entry Form (opens in new tab)
Silver Alberto Bartoli Andrea De Lorenzo Eric Medvet Fabiano Tarlao Can A Machine Replace Humans In Building Regular Expressions? A Case Study (opens in new tab) Inference of Regular Expressions for Text Extraction from Examples (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Silver Michal Bidlo On Routine Evolution of Complex Cellular Automata (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Mr Luca Parisi Mr Paul Robert Biggs Dr Gemma Marie Whatling Professor Catherine Avril Holt A Novel Comparison of Artificial Intelligence Methods for Diagnosing Knee Osteoarthritis (opens in new tab) Entry Form (opens in new tab)
Kalyanmoy Deb Christie Myburgh Breaking the Billion-Variable Barrier in Real-World Optimization Using a Customized Evolutionary Algorithm (opens in new tab) Entry Form (opens in new tab)
Antoine Cully Jeff Clune Danesh Tarapore Jean-Baptiste Mouret Robots that can adapt like animals (opens in new tab) Entry Form (opens in new tab)
Kleopatra Pirpinia Peter A.N. Bosman Claudette E. Loo Astrid N. Scholten Jan-Jakob Sonke Marcel van Herk Tanja Alderliesten Multi-objective optimization as a novel weight-tuning strategy for deformable image registration applied to pre-operative partial- breast radiotherapy (opens in new tab) A first step toward uncovering the truth about weight tuning in deformable image registration (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Doina Bucur Giovanni Iacca Marco Gaudesi Giovanni Squillero Alberto Tonda Optimizing groups of colluding strong attackers in mobile urban communication networks with evolutionary algorithms (opens in new tab) Entry Form (opens in new tab)
Pablo Garcia-Sanchez J.J. Merelo Antonio Mora Giovanni Squillero Alberto Tonda Towards Automatic StarCraft Strategy Generation Using Genetic Programming (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Abeeb A. Awotunde Generalized field-development optimization with well-control zonation (opens in new tab) Entry Form (opens in new tab)
Isidro M. Alvarez Will N. Browne Mengjie Zhang Human-inspired Scaling in Learning Classifier Systems: Case Study on the n-bit Multiplexer Problem Set (opens in new tab) Entry Form (opens in new tab) LCS
Yue Jia Myra B. Cohen Mark Harman Justyna Petke Learning Combinatorial Interaction Test Generation Strategies using Hyperheuristic Search (opens in new tab) Entry Form (opens in new tab)
Gold Earl T. Barr Mark Harman Yue Jia Alexandru Marginean Justyna Petke Automated Software Transplantation (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Slides (opens in new tab)
Fan Wu Westley Weimer Mark Harman Yue Jia Jens Krinke Deep Parameter Optimisation (opens in new tab) Entry Form (opens in new tab)
Stjepan Picek Domagoj Jakobovic Evolving Algebraic Constructions for Designing Bent Boolean Functions (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Stjepan Picek Carlos A. Coello Coello Domagoj Jakobovic Nele Mentens Evolutionary Algorithms for Finding Short Addition Chains: Going the Distance (opens in new tab) Entry Form (opens in new tab)
Xuewei Qi Matthew J. Barth Guoyuan Wu Kanok Boriboonsomsin Evolutionary Algorithm Based On-Line PHEV Energy Management System with Self-Adaptive SOC Control (opens in new tab) Entry Form (opens in new tab)
Xuewei Qi Matthew J. Barth Guoyuan Wu Kanok Boriboonsomsin Jeffrey Gonder Data-Driven Reinforcement Learning–Based Real-Time Energy Management System for Plug-In Hybrid Electric Vehicles (opens in new tab) Entry Form (opens in new tab)
Bronze Federica Sarro Alessio Petrozziello Mark Harman Multi-objective Software Effort Estimation (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Leonardo C. T. Bezerra
 Manuel López-Ibáñez Thomas Stützle
 Automatic Component-wise Design of Multi-objective Evolutionary Algorithms (opens in new tab) Entry Form (opens in new tab)
Authors
Mr Luca Parisi Mr Paul Robert Biggs Dr Gemma Marie Whatling Professor Catherine Avril Holt
Authors
Antoine Cully Jeff Clune Danesh Tarapore Jean-Baptiste Mouret
Authors
Pablo Garcia-Sanchez J.J. Merelo Antonio Mora Giovanni Squillero Alberto Tonda
Outcome
Gold
Authors
Earl T. Barr Mark Harman Yue Jia Alexandru Marginean Justyna Petke
Authors
Fan Wu Westley Weimer Mark Harman Yue Jia Jens Krinke
Authors
Stjepan Picek Carlos A. Coello Coello Domagoj Jakobovic Nele Mentens
Outcome
Bronze
Authors
Federica Sarro Alessio Petrozziello Mark Harman
Authors
Leonardo C. T. Bezerra
 Manuel López-Ibáñez Thomas Stützle


12th Annual "Humies" Awards — 2015 — Madrid, Spain

Outcome
Gold - $6,500
Authors
Zdenek Vasicek Lukas Sekanina
Algorithm Type
CGP
Outcome
Silver - $3,500
Authors
Gopinath Chennupati R. Muhammad Atif Azad Conor Ryan
Algorithm Type
GE

11th Annual "Humies" Awards — 2014 — Vancouver, British Columbia

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Alberto Bartoli Andrea De Lorenzo Eric Medvet Fabiano Tarlao Playing Regex Golf with Genetic Programming (opens in new tab) Entry Form (opens in new tab) GP
Vinícius Veloso de Melo Kaizen Programming (opens in new tab) Entry Form (opens in new tab)
V. Scott Gordon Steven Ray Laurent Vaucher Evolving QWOP Gaits (opens in new tab) Entry Form (opens in new tab) CGA
Gold Omid E. David H. Jaap van den Herik Moshe Koppel Nathan S. Netanyahu Entry Form (opens in new tab) GA
Silver Justyna Petke Mark Harman William B. Langdon Westley Weimer Using Genetic Improvement & Code Transplants to Specialise a C++ Program to a Problem Class (opens in new tab) Entry Form (opens in new tab) GI, GP
Dror Sholomon Omid E. David Nathan S. Netanyahu Entry Form (opens in new tab) GA
Bronze Radek Hrbacek Vaclav Dvorak Bent Function Synthesis by Means of Cartesian Genetic Programming (opens in new tab) Entry Form (opens in new tab) CGP
Authors
Alberto Bartoli Andrea De Lorenzo Eric Medvet Fabiano Tarlao
Algorithm Type
GP
Authors
Vinícius Veloso de Melo
Authors
V. Scott Gordon Steven Ray Laurent Vaucher
Algorithm Type
CGA
Outcome
Gold
Authors
Omid E. David H. Jaap van den Herik Moshe Koppel Nathan S. Netanyahu
Algorithm Type
GA
Outcome
Silver
Authors
Justyna Petke Mark Harman William B. Langdon Westley Weimer
Algorithm Type
GI, GP
Authors
Dror Sholomon Omid E. David Nathan S. Netanyahu
Algorithm Type
GA
Outcome
Bronze
Authors
Radek Hrbacek Vaclav Dvorak
Algorithm Type
CGP

10th Annual "Humies" Awards — 2013 — Amsterdam

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Gold—$4000 Moshe Sipper Achiya Elyasaf Ami Hauptman Evolutionary Design of FreeCell Solvers (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA, GP
Jose Miguel Atiencia Villagomez Askhat Diveev Elena Sofronova The Network Operator Method for Synthesis of Intelligent Control System (opens in new tab) Entry Form (opens in new tab) GP
Gold — $4000 Dario Izzo Luís F. Simões Guido de Croon Aurelie Heritier Chit Hong Yam Search for a grand tour of the Jupiter Galilean moons (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) MGA
Rodrigo Coelho Barros Marcio Porto Basgalupp Andre Carlos Ponce de Leon Ferreira de Carvalho Alex Alves Freitas Ana Trindade Winck Karina Machado Duncan Dubugras Alcoba Ruiz Osmar Norberto de Souza Automatic design of decision-tree induction algorithms tailored to flexible-receptor docking data (opens in new tab) A Hyper-Heuristic Evolutionary Algorithm for Automatically Designing Decision-Tree Algorithms (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Alexander Bailey Mario Ventresca Beatrice Ombuki-Berman Automatic generation of graph models for complex networks by genetic programming (opens in new tab) Entry Form (opens in new tab) GP
Bronze — $2000 Matthias Bechmann Angelika Sebald John Clark Genetic algorithms and solid state NMR pulse sequences (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Slides (opens in new tab) GA
François-Michel De Rainville Carola Doerr (née Winzen) Christian Gagné Michael Gnewuch Denis Laurendeau Olivier Teytaud Magnus Wahlström Constructing low star discrepancy point sets with genetic algorithms (opens in new tab) Evolutionary optimization of low-discrepancy sequences (opens in new tab) A new randomized algorithm to approximate the star discrepancy based on threshold accepting (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Slides (opens in new tab) GA
Yuji Sato Hazuki Inoue Naohiro Hasegawa Mikiko Sato Acceleration of Genetic Algorithms for Sudoku Solution on Many-core Processors (opens in new tab) Parallelization of Genetic Operations that Takes Building-Block Linkage into Account (opens in new tab) Entry Form (opens in new tab) GA
Gustavo Reis Francisco Fernandez Anibal Ferreira Automatic Transcription of Polyphonic Piano Music using Genetic Algorithms, Adaptive Spectral Envelope Modeling and Dynamic Noise Level Estimation (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Leonardo Trujillo Pierrick Legrand Gustavo Olague Jacques Lévy-Véhel Evolving estimators of the pointwise Hölder exponent with Genetic Programming (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Atil Iscen Adrian Agogino Vytas Sunspiral Kagan Tumer Controlling Tensegrity Robots through Evolution (opens in new tab) Learning to Control Complex Tensegrity Robots (opens in new tab) Entry Form (opens in new tab) Co-evolution
Jan Koutník NN, RL
Muhammad Iqbal Will N. Browne Mengjie Zhang Reusing Building Blocks of Extracted Knowledge to Solve Complex, Large-Scale Boolean Problems (opens in new tab) Entry Form (opens in new tab) LCS, GP
Manuel López-Ibáñez Thomas Stützle The automatic design of multi-objective ant colony optimization algorithms (opens in new tab) Entry Form (opens in new tab) CGP
Outcome
Gold—$4000
Authors
Moshe Sipper Achiya Elyasaf Ami Hauptman
Algorithm Type
GA, GP
Authors
Jose Miguel Atiencia Villagomez Askhat Diveev Elena Sofronova
Algorithm Type
GP
Outcome
Gold — $4000
Authors
Dario Izzo Luís F. Simões Guido de Croon Aurelie Heritier Chit Hong Yam
Algorithm Type
MGA
Authors
Rodrigo Coelho Barros Marcio Porto Basgalupp Andre Carlos Ponce de Leon Ferreira de Carvalho Alex Alves Freitas Ana Trindade Winck Karina Machado Duncan Dubugras Alcoba Ruiz Osmar Norberto de Souza
Algorithm Type
GA
Authors
Alexander Bailey Mario Ventresca Beatrice Ombuki-Berman
Algorithm Type
GP
Outcome
Bronze — $2000
Authors
Matthias Bechmann Angelika Sebald John Clark
Algorithm Type
GA
Authors
Leonardo Trujillo Pierrick Legrand Gustavo Olague Jacques Lévy-Véhel
Algorithm Type
GP
Authors
Jan Koutník
Algorithm Type
NN, RL
Authors
Manuel López-Ibáñez Thomas Stützle
Algorithm Type
CGP

9th Annual "Humies" Awards — 2012 — Philadelphia, Pennsylvania

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Dao Ngoc Phong Nguyen Xuan Hoai R.I. (Bob) McKay Constantin Siriteanu Nguyen Quang Uy Namyong Park Evolving the Best Known Approximation to the Q Function (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Honorable Mention Uday Kamath Amarda Shehu Kenneth A. De Jong An Evolutionary Algorithm Approach for Feature Generation from Sequence Data and its Application to DNA Splice-Site Prediction (No Appendix) (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Honorable Mention Ernesto Sanchez Giovanni Squillero Alberto Tonda Artificial evolution in computer aided design: from the optimization of parameters to the creation of assembly programs (opens in new tab) Automatic Generation of Software-based Functional Failing Test for Speed Debug and On-silicon Timing Verification (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Silver — $3000 Richard A.J. Woolley Julian Stirling Philip Moriarty Natalio Krasnogor Adrian Radocea Automated probe microscopy via evolutionary optimization at the atomic scale (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Achiya Elyasaf Ami Hauptman Moshe Sipper Entry Form (opens in new tab) Slides (opens in new tab)
Nuno Lourenço Nuno Horta GENOM-POF: Multi-Objective Evolutionary Synthesis of Analog ICs with Corners Validationlourenco-paper.pdf (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Shin Yoo Evolving Human Competitive Spectra-Based Fault Localisation Techniques (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Bronze — $2000 Michael Dewey-Vogt Stephanie Forrest Claire Le Goues Westley Weimer A systematic study of automated program repair: Fixing 55 out of 105 bugs for $8.00 each (opens in new tab) Representations and Operators for Improving Evolutionary Software Repair (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Gold — $5000 Cameron Browne Yvalath: Sample Chapter from Evolutionary Game Design (Preface) (opens in new tab) Go without KO on Hexagonal Grids (opens in new tab) Yvalath: Evolutionary Game Design (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Hoang Thanh Nguyen Bir Bhanu Real-Time Pedestrian Tracking with Bacterial Foraging Optimization (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Ricardo Martins Nuno Lourenço Nuno Horta Automatic Analog ICs Layout Generator based on a Template Approach (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Authors
Dao Ngoc Phong Nguyen Xuan Hoai R.I. (Bob) McKay Constantin Siriteanu Nguyen Quang Uy Namyong Park
Outcome
Silver — $3000
Authors
Richard A.J. Woolley Julian Stirling Philip Moriarty Natalio Krasnogor Adrian Radocea
Authors
Achiya Elyasaf Ami Hauptman Moshe Sipper

8th Annual "Humies" Awards — 2011 — Dublin, Ireland

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Gold — $5000 Achiya Elyasaf Ami Hauptmann Moshe Sipper GA-FreeCell: Evolving Solvers for the Game of FreeCell (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA – Co-evoluntion
Silver — $3000 Z. Vasicek Lukas Sekanina Formal Verification of Candidate Solutions for Post-Synthesis Evolutionary Optimization in Evolvable Hardware (opens in new tab) A Global Postsynthesis Optimization Method for Combinational Circuits (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) CGP
Bronze — $1000 Paul Anton Letnes Ingar Stian Nerbø Lars Martin Sandvik Aas Pål Gunnar Ellingsen Morten Kildemo Fast and optimal broad-band Stokes/Mueller polarimeter design by the use of a genetic algorithm (opens in new tab) Genetic Invention of Fast and Optimal Broad-band Stokes/Mueller Polarimeter Designs (opens in new tab) Entry Form (opens in new tab) GA
Edmund K. Burke Matthew R. Hyde Graham Kendall John Woodward A Genetic Programming Hyper-Heuristic Approach for Evolving Two Dimensional Strip Packing Heuristics (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Vinod K. Valsalam Risto Miikkulainen Utilizing Symmetry in Evolutionary Design (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Farrukh Shahzad Muddassar Farooq ELF-Miner: using structural knowledge and data mining methods to detect new (Linux) malicious executables (opens in new tab) Entry Form (opens in new tab) 5
Josafath I. Espinosa-Ramos Roberto A. Vázquez Locating Seismic-Sense Stations Through Genetic Algorithm (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Yehonatan Shichel Moshe Sipper GP-RARS: Evolving Controllers for the Robot Auto Racing Simulator (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Andras Joo Aniko Ekart Juan P. Neirotti Genetic algorithms for discovery of matrix multiplication methods (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Matteo Miraz Evolutionary Testing of Stateful Systems: a Holistic Approach (opens in new tab) Summary on the Human Competitiveness of TestFul (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Outcome
Gold — $5000
Authors
Achiya Elyasaf Ami Hauptmann Moshe Sipper
Algorithm Type
GA – Co-evoluntion
Authors
Vinod K. Valsalam Risto Miikkulainen
Algorithm Type
GP
Authors
Josafath I. Espinosa-Ramos Roberto A. Vázquez
Algorithm Type
GA
Authors
Andras Joo Aniko Ekart Juan P. Neirotti
Algorithm Type
GA

7th Annual "Humies" Awards — 2010 — Portland, Oregon

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Gold—$5000 Natalio Krasnogor Paweł Widera Jonathan Garibaldi Evolutionary design of the energy function for protein structure prediction (opens in new tab) GP challenge: evolving the energy function for protein structure prediction (opens in new tab) Automated design of energy functions for protein structure prediction by means of genetic programming and improved structure similarity assessment (opens in new tab) Entry Form (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Silver—$3000 Jacques Bibai Pierre Savéant Marc Schoenauer Vincent Vidal An Evolutionary Metaheuristic Based on State Decomposition for Domain-Independent Satisficing Planning (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Bronze—$1000 Michael Schmidt Hod Lipson Solving Iterated Functions Using Genetic Programming (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Bronze—$1000 Prof. Thomas Bäck Ernst Bovenkamp Jouke Dijkstra Jeroen Eggermont Michael Emmerich Rui Li Johan Reiber Entry Form (opens in new tab) Entry Form (opens in new tab) ES
Oscar Ibáñez Oscar Cordón Sergio Damas Jose Santamaría Forensic Identification by Craniofacial Superimposition using Soft Computing (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab)
Michael Schmidt Hod Lipson Symbolic Regression of Implicit Equations (opens in new tab) Distilling Free-Form Natural Laws from Experimental Data (opens in new tab) Entry Form (opens in new tab) GP
Adam Rak Gaurav Gandhi Gyorgy Cserey Evolving Chua's Circuit Topology Using Genetic Algorithm (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Torsten Hildebrandt Towards Improved Dispatching Rules for Complex Shop Floor Scenarios - a Genetic Programming Approach (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Markus Borschbach NailEl Sourani Sascha Hauke Christian Grelle An Evolutionary Approach for Solving the Rubik’s Cube Incorporating Exact Methods (opens in new tab) Empirical Benchmarks of a Genetic Algorithm Incorporating Human Strategies (opens in new tab) Design and Comparison of two Evolutionary Approaches for Solving the Rubik's Cube (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Michael Orlov Moshe Sipper Genetic Programming in the Wild: Evolving Unrestricted Bytecode (opens in new tab) Flight of the FINCH through the Java Wilderness (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Outcome
Silver—$3000
Authors
Jacques Bibai Pierre Savéant Marc Schoenauer Vincent Vidal
Outcome
Bronze—$1000
Authors
Michael Schmidt Hod Lipson
Algorithm Type
GP
Outcome
Bronze—$1000
Authors
Prof. Thomas Bäck Ernst Bovenkamp Jouke Dijkstra Jeroen Eggermont Michael Emmerich Rui Li Johan Reiber
Algorithm Type
ES
Authors
Adam Rak Gaurav Gandhi Gyorgy Cserey
Algorithm Type
GA

6th Annual "Humies" Awards — 2009 — Montreal

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Gold—$5000 Stephanie Forrest Claire Le Goues ThanhVu Nguyen Westley Weimer Automatically finding patches using genetic programming (opens in new tab) A Genetic Programming Approach to Automated Software Repair (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Silver—$3000 Muhammad Shahzad Saira Zahid Muddassar Farooq Syed Ali Khayam A Hybrid GA-PSO Fuzzy System for User Identification on Smart Phones (opens in new tab) Keystroke-based User Identification on Smart Phones (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Slides (opens in new tab) Slides (opens in new tab) GA-PSO
Bronze—$1000 Ami Hauptpman Achiya Elyasaf Moshe Sipper Assaf Karmon GP-Rush: Using Genetic Programming to Evolve Solvers for the Rush Hour Puzzle (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Bronze—$1000 Cynthia B. Perez Gustavo Olague Learning Invariant Region Descriptor Operators with Genetic Programming and the F-measure (opens in new tab) Evolutionary Learning of Local Descriptor Operators for Object Recognition (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Amy K. Hoover Michael P. Rosario Kenneth O. Stanley Entry Form (opens in new tab) Slides (opens in new tab) GA
Magda B. Fayek Ihab A. Talkhan Khalil S. El-Masry GAMA (Genetic Algorithm driven Multi-Agents) for E-Commerce Integrative Negotiation (opens in new tab) Entry Form (opens in new tab) GA
Sadia Noreen Shafaq Murtaza M. Zubair Shafiq Muddassar Farooq Evolvable Malware (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Ilan Kadar Ohad Ben-Shahar Moshe Sipper Evolving Boundary Detectors for Natural Images via Genetic Programming (opens in new tab) Evolution of a Local Boundary Detector for Natural Images via Genetic Programming and Texture Cues (opens in new tab) Entry Form (opens in new tab) GP
Markus Borschbach Christian Grelle Empirical Benchmarks of a Genetic Algorithm Incorporating Human Strategies (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Outcome
Bronze—$1000
Authors
Ami Hauptpman Achiya Elyasaf Moshe Sipper Assaf Karmon
Algorithm Type
GP
Authors
Amy K. Hoover Michael P. Rosario Kenneth O. Stanley
Algorithm Type
GA
Authors
Magda B. Fayek Ihab A. Talkhan Khalil S. El-Masry
Algorithm Type
GA
Authors
Sadia Noreen Shafaq Murtaza M. Zubair Shafiq Muddassar Farooq
Algorithm Type
GA

5th Annual "Humies" Awards — 2008 — Atlanta

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Gold—$5000 Lee Spector Ian Lindsay David M. Clark Bradford Barr Jon Klein Genetic Programming for Finite Algebras (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Silver—$3000 Tomas Pecenka Zdenek Kotasek Lukas Sekanina Evolution of Synthetic RTL Benchmark Circuits with Predefined Testability (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Bronze—$2000 Assaf Glazer Moshe Sipper Evolving an automatic defect classification tool (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Saheeb Ahmed Kayani Muhammad Afzaal Malik Bond-Graphs + Genetic Programming: Analysis of an Automatically Synthesized Rotary Mechanical System (opens in new tab) Combining Bond-Graphs with Genetic Programming for Unified/Automated Design of Mechatronic or Multi Domain Dynamic Systems (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Nermeen Mohammed Ismail Magda Bahaa Eldin Fayek Nevin Mahmoud Darwish Ashraf Hassan Abdel Wahab Planning Complex Processes for Automonomous Vehicles by Means of Genetic Algorithms (opens in new tab) Planning Complex Processes for Automonomous Vehicles by Means of Genetic Algorithms (opens in new tab) Entry Form (opens in new tab) GA
Muhammad Adil Raja Raja Muhammad Atif Azad Conor Ryan Colin Flanagan A Methodology for Deriving VoIP Equipment Impairment Factors for a mixed NB/WB Context (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Kalyan Veeramachaneni Lisa Osadciw Arun Ross Nisha Srinivas Decision-Level Fusion Strategies for Correlated Biometric Classifiers (opens in new tab) Design of Distributed Detection Systems with Correlated Heterogeneous Sensors (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) PSO
M. Zubair Shafiq Syed Ali Khayam Muddassar Farooq Improving the Accuracy of Immune-inspired Malware Detectors by using Intelligent Features (opens in new tab) A Comparative Study of Fuzzy Inference Systems, Neural Networks and Adaptive Neuro Fuzzy Inference Systems for Portscan Detection (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) AIS
Outcome
Gold—$5000
Authors
Lee Spector Ian Lindsay David M. Clark Bradford Barr Jon Klein
Algorithm Type
GP
Outcome
Silver—$3000
Authors
Tomas Pecenka Zdenek Kotasek Lukas Sekanina
Algorithm Type
GA
Outcome
Bronze—$2000
Authors
Assaf Glazer Moshe Sipper
Algorithm Type
GA
Authors
Muhammad Adil Raja Raja Muhammad Atif Azad Conor Ryan Colin Flanagan
Algorithm Type
GP

4th Annual "Humies" Awards — 2007 — London

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Gold Award – $5,000 Steven Manos Maryanne C. J. Large Leon Poladian Evolutionary Design of Single-Mode Microstructured Polymer Optical Fibres using an Artificial Embryogeny Representation (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Silver Award – $3,000 Ami Hauptman Moshe Sipper Evolution of an Efficient Search Algorithm for the Mate-In-N Problem in Chess (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Bronze Award – $1,000 Xavier Llora` Rohith Reddy Brian Matesic Rohit Bhargava Towards Better than Human Capability in Diagnosing Prostate Cancer Using Infrared Spectroscopic Imaging (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GBML
Bronze Award – $1,000 Jaume Bacardit Michael Stout Jonathan D. Hirst Kumara Sastry Xavier Llorà Natalio Krasnogor Automated Alphabet Reduction Method with Evolutionary Algorithms for Protein Structure Prediction (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Shortlisted Pierrick Legrand Bruno Frachet Evelyne Lutton Pierre Collet Jacques Levy-Vehel Esther Harboun-Cohen Vincent Péan Claire Bourgeois-République Interactive Evolution for Cochlear Implants Fitting (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Honorable Mention Steffen Priesterjahn Oliver Kramer Alexander Weimer Andreas Goebels Evolution of Human-Competitive Agents in Modern Computer Games (opens in new tab) Entry Form (opens in new tab) ES
Honorable Mention Mohammad A Abido Multiobjective Evolutionary Algorithms for Electric Power Dispatch Problem (opens in new tab) Multiobjective Optimal VAR Dispatch Using Strength Pareto Evolutionary Algorithm (opens in new tab) Two-Level of Nondominated Solutions Approach To Multiobjective Particle Swarm Optimization (opens in new tab) Entry Form (opens in new tab) GA
Shortlisted Christian Gagné Julie Beaulieu Marc Parizeau Simon Thibault Human-Competitive Lens System Design with Evolution Strategies (opens in new tab) Evolutionary Algorithms Applied to Lens Design: Case Study and Analysis (opens in new tab) Lens System Design and Re-Engineering with Evolutionary Algorithms (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) ES
Honorable Mention Ronan Cummins Colm O'Riordan Evolving local and global weighting schemes in information retrieval (opens in new tab) An analysis of the Solution Space for Genetically Programmed Term-Weighting Schemes in Information Retrieval (opens in new tab) Term-Weighting in Information Retrieval using Genetic Programming: A Three-Stage Process (opens in new tab) Entry Form (opens in new tab) GP
Honorable Mention Jiri Jaros MilosOhlidal Vaclav Dvorak An Evolutionary Approach to Collective Communication Scheduling (opens in new tab) Optimum Topology-Aware Scheduling of Many-to-Many Collective Communications (opens in new tab) Complexity of Collective Communications on NoCs (opens in new tab) Entry Form (opens in new tab) GA
Shortlisted Amr Radi Salah Yaseen El-Bakry Mostafa Y. El-Bakry Genetic programming approach for electron-alkali-metal atom collisions (opens in new tab) Prediction of Non Linear System in Optics Using Genetic Programming (opens in new tab) Genetic programming approach for flow of steady state fluid between two eccentric spheres (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Honorable Mention Muhammad Adil Raja Raja Muhammad Atif Azad Colin Flanagan Conor Ryan Real-Time, Non-Intrusive Evaluation of VoIP (opens in new tab) Entry Form (opens in new tab) GP
Shortlisted Josh Bongard Hod Lipson Automated Reverse Engineering of nonlinear Dynamical Systems (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Outcome
Gold Award – $5,000
Authors
Steven Manos Maryanne C. J. Large Leon Poladian
Algorithm Type
GA
Outcome
Silver Award – $3,000
Authors
Ami Hauptman Moshe Sipper
Algorithm Type
GP
Outcome
Bronze Award – $1,000
Authors
Xavier Llora` Rohith Reddy Brian Matesic Rohit Bhargava
Algorithm Type
GBML
Outcome
Bronze Award – $1,000
Authors
Jaume Bacardit Michael Stout Jonathan D. Hirst Kumara Sastry Xavier Llorà Natalio Krasnogor
Algorithm Type
GA
Outcome
Shortlisted
Authors
Pierrick Legrand Bruno Frachet Evelyne Lutton Pierre Collet Jacques Levy-Vehel Esther Harboun-Cohen Vincent Péan Claire Bourgeois-République
Algorithm Type
GA
Outcome
Honorable Mention
Authors
Steffen Priesterjahn Oliver Kramer Alexander Weimer Andreas Goebels
Algorithm Type
ES
Outcome
Honorable Mention
Authors
Muhammad Adil Raja Raja Muhammad Atif Azad Colin Flanagan Conor Ryan
Algorithm Type
GP
Outcome
Shortlisted
Authors
Josh Bongard Hod Lipson
Algorithm Type
GP

3rd Annual "Humies" Awards — 2006 — Seattle

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
Gold—$5,000 Varun Aggarwal Selçuk KILINÇ Varun Jain Uğur ÇAM Catalogue of Variable Frequency and Single-Resistance-Controlled Oscillators Employing A Single Differential Difference Complementary Current Conveyor (opens in new tab) Novel Canonic Current Mode DDCC Based SRCO Synthesized Using a Genetic Algorithm (opens in new tab) Evolving Sinusoidal Oscillators Using Genetic Algorithms (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Silver—$3,000 Kumara Sastry Duane D. Johnson Alexis L. Thompson David E. Goldberg Todd J. Martinez Jeff Leiding Jane Owens Multiobjective Genetic Algorithms for Multiscaling Excited-State Direct Dynamics in Photochemistry (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Slides (opens in new tab) GA
Bronze—$1,000 Jie Yao Nawwaf Kharma Peter Grogono A multi-population genetic algorithm for robust and fast ellipse detection (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Slides (opens in new tab) GA
Bronze—$1,000 Gustavo Olague Leonardo Trujillo Using Evolution to Learn How to Perform Interest Point Detection (opens in new tab) Synthesis of Interest Point Detectors Through Genetic Programming (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
Nguyen Huu Thong Tran Van Hao Random Search via Probability Algorithm for Single Objective Optimization Problems (opens in new tab) Entry Form (opens in new tab) Search
Kalyanmoy Deb Aravind Srinivasan Innovization: Innovating design principles through optimization (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Slides (opens in new tab) GA
Zheng Yi Wu Tom Walski Robert Mankowski Greg Herrin Robert Gurrieri Mike Tryby Paul Sage Elio R. Arniella Ernesto Gianellaand Optimal Calibration Method for Water Distribution Water Quality Model (opens in new tab) Water Loss Detection via Genetic Algorithm Optimization-based Model Calibration (opens in new tab) Diagnosing error prone application of optimal model calibration (opens in new tab) Darwin Calibrator — Improving Project Productivity and Model Quality for Large Water System (opens in new tab) Calibrating Water Distribution Model Via Genetic Algorithms (opens in new tab) Entry Form (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
Antony Iorio Xiaodong Li Incorporating Directional Information within a Differential Evolution Algorithm for Multiobjective Optimization (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) DE
Outcome
Silver—$3,000
Authors
Kumara Sastry Duane D. Johnson Alexis L. Thompson David E. Goldberg Todd J. Martinez Jeff Leiding Jane Owens
Algorithm Type
GA

2nd Annual Humies Awards — 2005 — Washington DC

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
$2500 — Gold Stefan Preble Hod Lipson Michal Lipson Two-dimensional photonic crystals designed by evolutionary algorithms (opens in new tab) Entry Form (opens in new tab) GP
$2500 — Gold Randy Bartels S. Backus E. Zeek L. Misoguti G. Vdovin I. Chritov N.M. Murnane H.C. Kapteyn Herschel Rabitz Learning from Learning Algorithms: Applications to attosecond dynamics of high-harmonic generation (opens in new tab) Shaped-pulse optimization of coherent soft-x-rays (opens in new tab) Entry Form (opens in new tab) ES
$0 — Silver John Koza Sameer Al-Sakran Lee Jones Automated Re-Invention of Six Patented Optical Lens Systems using Genetic Programming (opens in new tab) Entry Form (opens in new tab) GP
$1000 — Silver Paul Massey John A Clark Susan Stepney Evolution of a Human-Competitive Quantum Fourier Transform Algorithm Using Genetic Programming (opens in new tab) Entry Form (opens in new tab) GP
$1000 — Silver Fulvio Corno Edgar Ernesto Sanchez Sanchez Giovanni Squillero Evolving Assembly Programs: How Games Help Microprocessor Validation (opens in new tab) Entry Form (opens in new tab) UGP
Richard J. Terrile Hrand Aghazarian Michael I. Ferguson Wolfgang Fink Terry Huntsberger Didier Keymeulen Gerhard Klimeck Mark Kordon Seungwon Lee Boris Oks Chris Peay Anastassios Petropoulos Paul von Allmen Karl Yee Evolutionary Computation Technologies for the Automatic Design of Space Systems (opens in new tab) Evolutionary Computation applied to the Tuning of MEMS gyroscopes (opens in new tab) Multi-Objective Evolutionary Algorithms for Low-Thrust Orbit Transfer Optimization (opens in new tab) Entry Form (opens in new tab) GA
$500 — Bronze Moshe Sipper Yaniv Azaria Ami Hauptman Yoanatan Shichel Eran Ziserman Attaining Human-Competitive Game Playing with Genetic Programming (opens in new tab) GP-Gammon: Genetically Programming Backgammon Players (opens in new tab) GP-Robocode: Using Genetic Programming to Evolve Robocode Players (opens in new tab) GP-EndChess: Using Genetic Programming to Evolve Chess Endgame (opens in new tab) GP-Gammon: Using Genetic Programming to Evolve Backgammon Players (opens in new tab) GP
$500 — Bronze Uli Grasemann Risto Miikkulainen Effective Image Compression using Evolved Wavelets (opens in new tab) Entry Form (opens in new tab) GA
$100 – Honorable Mention Jonathan Wright Yi Zhang Entry Form (opens in new tab) GA
$100 – Honorable Mention Joc Cing Tay Nhu Binh Ho Evolving Dispatching Rules for Solving the Flexible Job-Shop Problem (opens in new tab) Entry Form (opens in new tab) GP
$100 – Honorable Mention Josh Bongard Reinventing the Wheel: An Experiment in Evolutionary Geometry (opens in new tab) Entry Form (opens in new tab) GA
$100 – Honorable Mention Kuntinee Maneeratana Kittipong Boonlong Nachol Chaiyaratana Multi-objective optimisation by co-operative co-evolution (opens in new tab) Entry Form (opens in new tab) GA
$100 – Honorable Mention Daniel Howard Joseph Kolibal Solution of differential equations with Genetic Programming and the Stochastic Bernstein Interpolation (opens in new tab) Entry Form (opens in new tab) GP
$100 – Honorable Mention Maarten Keijzer Martin Baptist Vladan Babovic Javier Uthurburu Determining Equations for Vegetation Induced Resistance using Genetic Programming (opens in new tab) Entry Form (opens in new tab) GP
$100 – Honorable Mention Shail Patel Ian Stott Manmohan Bhakoo Peter Elliott Patenting Evolved Bacterial Peptides (opens in new tab) Entry Form (opens in new tab) GA
$100 – Honorable Mention Lukas Sekanina Michal Bidlo Evolutionary Design of Arbitrarily Large Sorting Networks Using Development (opens in new tab) Entry Form (opens in new tab) GA
$100 – Honorable Mention Zheng Yi Wu Thomas M. Walski Optimizing Water System Improvement for a Growing Community (opens in new tab) Entry Form (opens in new tab) GA
$100 – Honorable Mention LTC Terry O'Donnell MAJ Jim Hunter 1LT Richard Barton Terence Bullett Steven Best Genetic Hybrid Antenna Fills the Gap (opens in new tab) Entry Form (opens in new tab) GA
Anil Patel David Davis Jim Ouimette Charlie Guthrie Dave Tuk John Williams Tai Nguyen Optimizing Cyclic Steam Oil Production with Genetic Algorithms (opens in new tab) spe-paper-summary.doc (opens in new tab) Entry Form (opens in new tab) GA
Zong Woo Geem Optimal Cost Design of Water Distribution Networks using Harmony Search (opens in new tab) Entry Form (opens in new tab) MHA
Gregory S. Hornby Seiichi Takamura Takashi Yamamoto Masahiro Fujita Autonomous Evolution of Dynamic Gaits with Two Quadruped Robots (opens in new tab) Entry Form (opens in new tab) GA
Yuji Sato Ryutaro Kanno Event-Driven Learning Classifier Systems for Online Soccer Games (opens in new tab) LCS
Trichy M Kethara Pasupathy Ravi Teja SeethamRaju Robert G. Wilhelm Evolutionary algorithm for the placement of fluid power valves on a valve stand (opens in new tab) Entry Form (opens in new tab) GA
Outcome
$2500 — Gold
Authors
Stefan Preble Hod Lipson Michal Lipson
Algorithm Type
GP
Outcome
$2500 — Gold
Authors
Randy Bartels S. Backus E. Zeek L. Misoguti G. Vdovin I. Chritov N.M. Murnane H.C. Kapteyn Herschel Rabitz
Algorithm Type
ES
Outcome
$0 — Silver
Authors
John Koza Sameer Al-Sakran Lee Jones
Algorithm Type
GP
Outcome
$1000 — Silver
Authors
Paul Massey John A Clark Susan Stepney
Algorithm Type
GP
Outcome
$1000 — Silver
Authors
Fulvio Corno Edgar Ernesto Sanchez Sanchez Giovanni Squillero
Algorithm Type
UGP
Authors
Richard J. Terrile Hrand Aghazarian Michael I. Ferguson Wolfgang Fink Terry Huntsberger Didier Keymeulen Gerhard Klimeck Mark Kordon Seungwon Lee Boris Oks Chris Peay Anastassios Petropoulos Paul von Allmen Karl Yee
Algorithm Type
GA
Outcome
$500 — Bronze
Authors
Uli Grasemann Risto Miikkulainen
Algorithm Type
GA
Outcome
$100 – Honorable Mention
Authors
Jonathan Wright Yi Zhang
Algorithm Type
GA
Outcome
$100 – Honorable Mention
Authors
Joc Cing Tay Nhu Binh Ho
Algorithm Type
GP
Outcome
$100 – Honorable Mention
Authors
Josh Bongard
Algorithm Type
GA
Outcome
$100 – Honorable Mention
Authors
Kuntinee Maneeratana Kittipong Boonlong Nachol Chaiyaratana
Algorithm Type
GA
Outcome
$100 – Honorable Mention
Authors
Daniel Howard Joseph Kolibal
Algorithm Type
GP
Outcome
$100 – Honorable Mention
Authors
Maarten Keijzer Martin Baptist Vladan Babovic Javier Uthurburu
Algorithm Type
GP
Outcome
$100 – Honorable Mention
Authors
Shail Patel Ian Stott Manmohan Bhakoo Peter Elliott
Algorithm Type
GA
Outcome
$100 – Honorable Mention
Authors
Lukas Sekanina Michal Bidlo
Algorithm Type
GA
Outcome
$100 – Honorable Mention
Authors
Zheng Yi Wu Thomas M. Walski
Algorithm Type
GA
Outcome
$100 – Honorable Mention
Authors
LTC Terry O'Donnell MAJ Jim Hunter 1LT Richard Barton Terence Bullett Steven Best
Algorithm Type
GA
Authors
Anil Patel David Davis Jim Ouimette Charlie Guthrie Dave Tuk John Williams Tai Nguyen
Algorithm Type
GA
Authors
Gregory S. Hornby Seiichi Takamura Takashi Yamamoto Masahiro Fujita
Algorithm Type
GA
Authors
Yuji Sato Ryutaro Kanno
Algorithm Type
LCS
Authors
Trichy M Kethara Pasupathy Ravi Teja SeethamRaju Robert G. Wilhelm
Algorithm Type
GA

1st Annual Humies Awards — 2004 — Seattle

Outcome Authors Paper(s) Statement Presentation Media Algorithm Type
$1500 — Gold Jason D. Lohn Gregory S. Hornby Derek S. Linden NASA Ames Research Center An Evolved Antenna for Deployment on NASA's Space Technology 5 Mission (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
$1500 — Gold Lee Spector Hampshire College Automatic Quantum Computer Programming: A Genetic Programming Approach (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
$500 — Silver Alex Fukunaga UCLA Evolving Local Search Heuristics for SAT Using Genetic Programming (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
$500 — Silver Hod Lipson Cornell University How to Draw a Straight Line Using a GP: Benchmarking Evolutionary Design Against 19th Century Kinematic Synthesis (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
$500 — Silver Bijan Khosraviani Raymond E. Levitt John R. Koza Stanford University Organization Design Optimization Using Genetic Programming (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) Slides (opens in new tab) GP
$500 — Bronze Adrian Stoica Ricardo Zebulum Didier Keymeulen Michael Ian Ferguson Vu Duong Xin Guo JPL Entry Form (opens in new tab) Slides (opens in new tab) GA
$200 — Merit (Not Human-Competitive) Brian Lam RMIT University Discovery of Human-Competitive Image Texture Feature Programs Using Genetic programming (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GP
$200 — Merit (Not Human-Competitive) Lukas Sekanina Brno University of Technology Novel image filters implemented in hardware (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) CGP
$100 — Honorable Mention (Not Human-Competitive) Ju Hui Li Nanyang Technological University Evolvable Fuzzy Hardware for Real-Time Embedded Control for Packet-Switching (opens in new tab) Entry Form (opens in new tab) Slides (opens in new tab) GA
$100 — Honorable Mention (Not Human-Competitive) Luis Miramontes Hercog Terence C.Fogarty South Bank University Social simulation using a Multi-Agent Model based on Classifier Systems: The Emergence of Vacillating Behaviour in the ``El Farol'' Bar Problem (opens in new tab) Entry Form (opens in new tab) CS
$100 — Honorable Mention (Not Human-Competitive) Hideyuki Takagi Kyushu University Applicability of Interactive Evolutionary Computation to Mind Measurement (opens in new tab) Entry Form (opens in new tab) IEC
Outcome
$1500 — Gold
Authors
Jason D. Lohn Gregory S. Hornby Derek S. Linden NASA Ames Research Center
Algorithm Type
GP
Outcome
$1500 — Gold
Authors
Lee Spector Hampshire College
Algorithm Type
GP
Outcome
$500 — Silver
Authors
Alex Fukunaga UCLA
Algorithm Type
GP
Outcome
$500 — Silver
Authors
Bijan Khosraviani Raymond E. Levitt John R. Koza Stanford University
Algorithm Type
GP
Outcome
$500 — Bronze
Authors
Adrian Stoica Ricardo Zebulum Didier Keymeulen Michael Ian Ferguson Vu Duong Xin Guo JPL
Algorithm Type
GA
Outcome
$200 — Merit (Not Human-Competitive)
Authors
Brian Lam RMIT University
Algorithm Type
GP
Outcome
$200 — Merit (Not Human-Competitive)
Authors
Lukas Sekanina Brno University of Technology
Algorithm Type
CGP
Outcome
$100 — Honorable Mention (Not Human-Competitive)
Authors
Ju Hui Li Nanyang Technological University
Algorithm Type
GA
Outcome
$100 — Honorable Mention (Not Human-Competitive)
Authors
Luis Miramontes Hercog Terence C.Fogarty South Bank University
Algorithm Type
CS
Outcome
$100 — Honorable Mention (Not Human-Competitive)
Authors
Hideyuki Takagi Kyushu University
Algorithm Type
IEC