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Jun, 2022
单机快速基于种群的强化学习
Fast Population-Based Reinforcement Learning on a Single Machine
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Arthur Flajolet, Claire Bizon Monroc, Karim Beguir, Thomas Pierrot
TL;DR
通过编译和矢量化的技术,我们验证了集群训练可以在单台机器上进行,同时大于单个智能体训练,以及它可以被用于超参数调整。
Abstract
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,
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