Research Papers

The challenge of redundancy on multi-agent value factorisation

Siddarth Singh | Benjamin Rosman

AAMAS Journal Jun 2023

Reduce, Reuse, Recycle: Selective Reincarnation in Multi-Agent Reinforcement Learning

Claude Formanek | Callum Rhys Tilbury | Jonathan Shock | Kale-ab Tessera | Arnu Pretorius

ICLR Workshop May 2023

Neuroevolution is a Competitive Alternative to Reinforcement Learning for Skill Discovery

Felix Chalumeau | Raphael Boige | Bryan Lim | Valentin Macé | Maxime Allard | Arthur Flajolet | Antoine Cully | Thomas Pierrot

ICLR May 2023

Evolving Populations of RL Algorithms with MAP-Elites

Thomas Pierrot | Arthur Flajolet

ICLR May 2023

Empirical Analysis of PGA-MAP-Elites for Neuroevolution in Uncertain Domains

John Smith | Felix Chalumeau | Antoine Cully

ACM Transactions on Evolutionary Learning and Optimization Mar 2023

Scaling multi-agent reinforcement learning to full 11 vs 11 simulated robotic football

Andries Smit | Herman A. Engelbrecht | Willie Brink | Arnu Pretorius

AAMAS Journal Feb 2023

Reinforcement Learning for Branch-and-Bound Optimisation using Retrospective Trajectories

Christopher W.F. Parsonson | Alexandre Laterre | Thomas D Barrett

AAAI Feb 2023

Exact Combinatorial Optimisation with Deep Reinforcement Learning

Christopher W. F. Parsonson | Alexandre Laterre | Thomas D. Barrett

AAAI Feb 2023

Early Computational Detection of Potential High Risk SARS-CoV-2 Variants

Karim Beguir | Marcin J Skwark | Yunguan Fu | Thomas Pierrot | Santiago Nicolas Lopez Carranza | Alexandre Laterre | Ibtissem Kadri | Bonny Gaby Lui | Bianca Sanger | Yunpeng Liu | Asaf Poran | Alexander Muik | Ugur Sahin

Computers in Biology and Medicine Jan 2023

Peptide-MHC Structure Prediction With Mixed Residue and Atom Graph Neural Network

Antoine P. Delaunay | Yunguan Fu | Alberto Bégué | Robert McHardy | Bachir A. Djermani | Michael Rooney | Andrey Tovchigrechko | Liviu Copoiu | Marcin J. Skwark | Nicolas Lopez Carranza | Maren Lang | Karim Beguir | Uğur Şahin

NeurIPS Workshop Dec 2022