Claude Formanek

14 papers A 1Journal 13

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Characterizing MARL for Energy Control: A Multi-KPI Benchmark on the CityLearn Environment. CoRR Aymen Khouja, Imen Jendoubi, Omayma Mahjoub, Oussama Mahfoudhi, Claude Formanek, Siddarth Singh, Ruan de Kock
2026	J	`jnl`	Putting Data at the Centre of Offline Multi-Agent Reinforcement Learning. J. Data-centric Mach. Learn. Res. Claude Formanek, Louise Beyers, Callum Rhys Tilbury, Jonathan P. Shock, Arnu Pretorius
2025	J	`jnl`	Breaking the Performance Ceiling in Complex Reinforcement Learning requires Inference Strategies. CoRR 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
2025	J	`jnl`	Oryx: a Performant and Scalable Algorithm for Many-Agent Coordination in Offline MARL. CoRR 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
2024	J	`jnl`	Coordination Failure in Cooperative Offline MARL. CoRR Callum Rhys Tilbury, Claude Formanek, Louise Beyers, Jonathan Shock, Arnu Pretorius
2024	J	`jnl`	Dispelling the Mirage of Progress in Offline MARL through Standardised Baselines and Evaluation. CoRR Claude Formanek, Callum Rhys Tilbury, Louise Beyers, Jonathan Shock, Arnu Pretorius
2024	J	`jnl`	Multi-Agent Reinforcement Learning with Selective State-Space Models. CoRR Jemma Daniel, Ruan de Kock, Louay Ben Nessir, Sasha Abramowitz, Omayma Mahjoub, Wiem Khlifi, Claude Formanek, Arnu Pretorius
2024	J	`jnl`	Opportunities of Reinforcement Learning in South Africa's Just Transition. CoRR Claude Formanek, Callum Rhys Tilbury, Jonathan P. Shock
2024	J	`jnl`	Performant, Memory Efficient and Scalable Multi-Agent Reinforcement Learning. CoRR Omayma Mahjoub, Sasha Abramowitz, Ruan de Kock, Wiem Khlifi, Simon du Toit, Jemma Daniel, Louay Ben Nessir, Louise Beyers, Claude Formanek, Liam Clark, Arnu Pretorius
2024	J	`jnl`	Putting Data at the Centre of Offline Multi-Agent Reinforcement Learning. CoRR Claude Formanek, Louise Beyers, Callum Rhys Tilbury, Jonathan P. Shock, Arnu Pretorius
2023	A	`conf`	Off-the-Grid MARL: Datasets and Baselines for Offline Multi-Agent Reinforcement Learning. AAMAS Claude Formanek, Asad Jeewa, Jonathan Shock, Arnu Pretorius
2023	J	`jnl`	Off-the-Grid MARL: a Framework for Dataset Generation with Baselines for Cooperative Offline Multi-Agent Reinforcement Learning. CoRR Claude Formanek, Asad Jeewa, Jonathan Shock, Arnu Pretorius
2023	J	`jnl`	Selective Reincarnation: Offline-to-Online Multi-Agent Reinforcement Learning. CoRR Claude Formanek, Callum Rhys Tilbury, Jonathan Shock, Kale-ab Abebe Tessera, Arnu Pretorius
2021	J	`jnl`	Mava: a research library for distributed multi-agent reinforcement learning in JAX. CoRR Ruan de Kock, Omayma Mahjoub, Sasha Abramowitz, Wiem Khlifi, Callum Rhys Tilbury, Claude Formanek, Andries P. Smit, Arnu Pretorius