Claude Formanek

Computer Science · Physical Sciences

2h-index9citations15works0.02yr avg
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Research Topics

Reinforcement Learning in Robotics(8), Smart Grid Energy Management(3), Smart Grid Security and Resilience(2), Integrated Energy Systems Optimization(2), Energy Efficient Wireless Sensor Networks(1)

Publications15 total

Characterizing MARL for Energy Control: A Multi-KPI Benchmark on the CityLearn Environment
arXiv (Cornell University)·2026Open Access
Characterizing MARL for Energy Control: A Multi-KPI Benchmark on the CityLearn Environment
ArXiv.org·2026Open Access
Breaking the Performance Ceiling in Reinforcement Learning requires Inference Strategies
ArXiv.org·2025Open Access
Opportunities of Reinforcement Learning in South Africa's Just Transition
arXiv (Cornell University)·2024Open Access
Multi-Agent Reinforcement Learning with Selective State-Space Models
arXiv (Cornell University)·2024Open Access
Sable: a Performant, Efficient and Scalable Sequence Model for MARL
arXiv (Cornell University)·2024Open Access
Putting Data at the Centre of Offline Multi-Agent Reinforcement Learning
arXiv (Cornell University)·2024Open Access
Coordination Failure in Cooperative Offline MARL
arXiv (Cornell University)·2024Open Access
Dispelling the Mirage of Progress in Offline MARL through Standardised Baselines and Evaluation
arXiv (Cornell University)·2024Open Access
Dispelling the Mirage of Progress in Offline MARL through Standardised Baselines and Evaluation
2024
Off-the-Grid MARL: Datasets and Baselines for Offline Multi-Agent Reinforcement Learning
2023
Selective Reincarnation: Offline-to-Online Multi-Agent Reinforcement Learning
arXiv (Cornell University)·2023Open Access
Off-the-Grid MARL: Datasets with Baselines for Offline Multi-Agent Reinforcement Learning
arXiv (Cornell University)·2023· 1 citedOpen Access
Mava: a research library for distributed multi-agent reinforcement learning in JAX
arXiv (Cornell University)·2021· 2 citedOpen Access
Mava: a research framework for distributed multi-agent reinforcement learning.
arXiv (Cornell University)·2021· 6 citedOpen Access

Frequent Co-authors

Arnu Pretorius(11), Jonathan P. Shock(9), Callum Rhys Tilbury(7), Louise Beyers(5), Ruan de Kock(4), Sasha Abramowitz(4), Omayma Mahjoub(3), Louay Ben Nessir(3), Wiem Khlifi(3), Oumayma Mahjoub(3), Kale-ab Tessera(2), Asad Jeewa(2), Jemma Daniel(2), Aymen Khouja(2), Imen Jendoubi(2), Oussama Mahfoudhi(2), Li Wang(2), Ruan De Kock(2), Simon du Toit(2), Andries P. Smit(1)