Claire Bizon Monroc

Fast Population-Based Reinforcement Learning on a Single Machine

2022 · arXiv (Cornell University)

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 …