Skip to content

Latest commit

 

History

History
14 lines (8 loc) · 728 Bytes

README.md

File metadata and controls

14 lines (8 loc) · 728 Bytes
Raw

REValueD

This is the repo for the paper "REValueD: Regularised Ensemble Value-Decomposition for Factorisable Markov Decision Processes", to appear at ICLR 2024. The paper can be found here.

algorithms.py contains DecQN as a baseline with REValueD incorporating the ensemble -- this repo contains on single threaded variant for easier accessibility for experimentation.

environment_utils.py includes a gym wrapper for the DM Control Suite with wrappers that discretise the continuous action space.

TODO:

  • Add regulariser to REValueD.
  • Add prioritised replay buffer.
  • If sufficient interest, release version using parallel workers in Ray.