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ORCIDArnu Pretorius
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Publications
- 2025
[i33]Félix Chalumeau, Daniel Rajaonarivonivelomanantsoa, Ruan de Kock, Claude Formanek, Sasha Abramowitz, Omayma Mahjoub, Wiem Khlifi, Simon du Toit, Louay Ben Nessir, Refiloe Shabe, Arnol Fokam, Siddarth Singh, Ulrich A. Mbou Sob, Arnu Pretorius:
Breaking the Performance Ceiling in Complex Reinforcement Learning requires Inference Strategies. CoRR abs/2505.21236 (2025)- [i32]Claude Formanek, Omayma Mahjoub, Louay Ben Nessir, Sasha Abramowitz, Ruan de Kock, Wiem Khlifi, Simon du Toit, Félix Chalumeau, Daniel Rajaonarivonivelomanantsoa, Arnol Fokam, Siddarth Singh, Ulrich A. Mbou Sob, Arnu Pretorius:
Oryx: a Performant and Scalable Algorithm for Many-Agent Coordination in Offline MARL. CoRR abs/2505.22151 (2025) - 2024
- [c15]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 - 2023
- [i17]Siddarth Singh, Omayma Mahjoub, Ruan de Kock, Wiem Khlifi, Abidine Vall, Kale-ab Abebe Tessera, Arnu Pretorius:
How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning. CoRR abs/2312.08463 (2023) - [i16]Omayma Mahjoub, Ruan de Kock, Siddarth Singh, Wiem Khlifi, Abidine Vall, Kale-ab Abebe Tessera, Arnu Pretorius:
Efficiently Quantifying Individual Agent Importance in Cooperative MARL. CoRR abs/2312.08466 (2023) - [i15]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 abs/2312.08468 (2023) - 2022
- [c8]Rihab Gorsane, Omayma Mahjoub, Ruan de Kock, Roland Dubb, Siddarth Singh, Arnu Pretorius:
Towards a Standardised Performance Evaluation Protocol for Cooperative MARL. NeurIPS 2022 - [i13]Rihab Gorsane, Omayma Mahjoub, Ruan de Kock, Roland Dubb, Siddarth Singh, Arnu Pretorius:
Towards a Standardised Performance Evaluation Protocol for Cooperative MARL. CoRR abs/2209.10485 (2022)
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