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