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