Rewarded Region Replay (R3) for Policy Learning with Discrete Action Space

Bangzheng Li, Ningshan Ma, Zifan Wang

We introduce a new on-policy algorithm called Rewarded Region Replay (R3), which significantly improves on PPO in solving environments with discrete action spaces. R3 improves samp…