Research Papers

Causal Multi-Agent Reinforcement Learning: Review and Open Problems

S.J. Grimbly | J. Shock | A. Pretorius

NeurIPS Nov 2021

On pseudo-absence generation and machine learning for locust breeding ground prediction in Africa

I.S. Yusuf | K. Tessera | T. Tumiel | S. Nevo | A. Pretorius

NeurIPS Nov 2021

One Step at a Time: Pros and Cons of Multi-Step Meta-Gradient Reinforcement Learning

C. Bonnet | P. Caron | T. Barrett | I. Davies | A. Laterre

NeurIPS Oct 2021

Mava: A new Framework for Distributed Multi-Agent Reinforcement Learning

A. Pretorius | K. Tessera | A.P. Smit | C. Formanek | S.J. Grimbly | K. Eloff | S. Danisa | L. Francis | J. Shock | H. Kamper | W. Brink | H. Engelbrecht | A. Laterre | K. Beguir

Jul 2021

Scaling Properties of Deep Residual Networks

A-S. Cohen | R. Cont | A. Rossier | R. Xu

ICML May 2021

Designing a Prospective COVID-19 Therapeutic with Reinforcement Learning

M. J. Skwark | N. L. Carranza | T. Pierrot | J. Phillips | S. Said | A. Laterre | A. Kerkeni | U. Sahin | K. Beguir

NeurIPS Dec 2020

3D Deep Learning for Biological Function Prediction from Physical Fields

V. Golkov | M.J. Skwark | A. Mirchev | G. Dikov | A. R Geanes | J. Mendenhall | J. Meiler | D. Cremers

Oct 2020

A game-theoretic analysis of networked system control for common-pool resource management using multi-agent reinforcement learning

A. Pretorius | S. Cameron | E. Van Biljon | T. Makkink | S. Mawjee | J. Du Plessis | J. Shock | A. Laterre | K. Beguir

NeurIPS 2020 Sep 2020

AlphaNPI-X: Learning Compositional Neural Programs for Continuous Control

T. Pierrot | N. Perrin | F. Behbahani | A. Laterre | O. Sigaud | K. Beguir | N. De Freitas

Jul 2020

InstaDeep researchers contribute to the Masakhane project and paper

I. Orife | J. Kreutzer | B. Sibanda | D. Whitenack | K. Siminyu | L. Martinus | J. T. Ali | J. Abbott | V. Marivate | S. Kabongo | M. Meressa | E. Murhabazi | O. Ahia | E. van Biljon | A. Ramkilowan | A. Akinfaderin | A. Öktem | W. Akin | G. Kioko | K. Degila | H. Kamper | B. Dossou | C. Emezue | K. Ogueji | A. Bashir

ICLR Mar 2020

Towards Compositionality in Deep Reinforcement Learning

T. Pierrot | G. Ligner | S. Reed | O. Sigaud | N. Perrin | A. Laterre | D. Kas | K. Beguir | N. de Freitas

Jun 2019

Ranked Reward: Enabling Self-Play Reinforcement Learning for Combinatorial Optimization

A. Laterre | Y. Fu | M. K. Jabri | A-S. Cohen | D. Kas | K. Hajjar | T. S. Dahl | A. Kerkeni | K. Beguir

NeurIPS Dec 2018