A TD3 variant that evaluates multiple perturbed actions via short Monte Carlo rollouts reports faster learning and higher returns on HalfCheetah, Walker2d, and Swimmer.
”Using reinforcement learning for load testing of video games.” Proceedings of the 44th international conference on software engineering
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Monte Carlo Beam Search for Actor-Critic Reinforcement Learning in Continuous Control
A TD3 variant that evaluates multiple perturbed actions via short Monte Carlo rollouts reports faster learning and higher returns on HalfCheetah, Walker2d, and Swimmer.