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Claire Bizon Monroc

2 accepted papers

2024

WFCRL: A Multi-Agent Reinforcement Learning Benchmark for Wind Farm Control

NeurIPS 2024poster

The wind farm control problem is challenging, since conventional model-based control strategies require tractable models of complex aerodynamical interactions between the turbines and suffer from the curse of dimension when the number of turbines increases. Recently, model-free and multi-agent reinf…

2022

Fast Population-Based Reinforcement Learning on a Single Machine

ICML 2022spotlight

Training populations of agents has demonstrated great promise in Reinforcement Learning for stabilizing training, improving exploration and asymptotic performance, and generating a diverse set of solutions. However, population-based training is often not considered by practitioners as it is perceive…