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


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

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

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

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

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

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)

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)

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
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