Siddarth Singh

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 8

Top Topics

Multi Agent Learning

Stochastic Games

Top Venues

Publications

Clément Bonnet, Daniel Luo, Donal Byrne, Shikha Surana, Sasha Abramowitz, Paul Duckworth, Vincent Coyette, Laurence Illing Midgley, Elshadai Tegegn, Tristan Kalloniatis, Omayma Mahjoub, Matthew Macfarlane, Andries P. Smit, Nathan Grinsztajn, Raphaël Boige, Cemlyn N. Waters, Mohamed A. Mimouni, Ulrich A. Mbou Sob, Ruan de Kock, Siddarth Singh, Daniel Furelos-Blanco, Victor Le, Arnu Pretorius, Alexandre Laterre
Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX. ICLR (2024)
Matthew V. Macfarlane, Edan Toledo, Donal Byrne, Siddarth Singh, Paul Duckworth, Alexandre Laterre
SMX: Sequential Monte Carlo Planning for Expert Iteration. CoRR (2024)
Siddarth Singh, Benjamin Rosman
The challenge of redundancy on multi-agent value factorisation. CoRR (2023)
Wiem Khlifi, Siddarth Singh, Omayma Mahjoub, Ruan de Kock, Abidine Vall, Rihab Gorsane, Arnu Pretorius
On Diagnostics for Understanding Agent Training Behaviour in Cooperative MARL. CoRR (2023)
Siddarth Singh, Omayma Mahjoub, Ruan de Kock, Wiem Khlifi, Abidine Vall, Kale-ab Tessera, Arnu Pretorius
How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning. CoRR (2023)
Omayma Mahjoub, Ruan de Kock, Siddarth Singh, Wiem Khlifi, Abidine Vall, Kale-ab Tessera, Arnu Pretorius
Efficiently Quantifying Individual Agent Importance in Cooperative MARL. CoRR (2023)
Rihab Gorsane, Omayma Mahjoub, Ruan de Kock, Roland Dubb, Siddarth Singh, Arnu Pretorius
Towards a Standardised Performance Evaluation Protocol for Cooperative MARL. CoRR (2022)
Rihab Gorsane, Omayma Mahjoub, Ruan de Kock, Roland Dubb, Siddarth Singh, Arnu Pretorius
Towards a Standardised Performance Evaluation Protocol for Cooperative MARL. NeurIPS (2022)