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batch_rl

Offline Reinforcement Learning (aka Batch Reinforcement Learning) on Atari 2600 games

chainer

A flexible framework of neural networks for deep learning

d4rl

Fixes to D4RL datasets for them to be compatible with recent Gymnasium apis.

d4rl_evaluations

learning-from-human-preferences

Reproduction of OpenAI and DeepMind's "Deep Reinforcement Learning from Human Preferences"

m3ddpg

maddpg

Code for the MADDPG algorithm from the paper "Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments"

multi_source_behavior_modeling

Code for our AAAI 2023 paper: Behavior Estimation from Multi-Source Data for Offline Reinforcement Learning

multiagent-particle-envs

Code for a multi-agent particle environment used in the paper "Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments"

optnet

OptNet: Differentiable Optimization as a Layer in Neural Networks

payoff_learning

pbrl_with_state_importance

qpth

A fast and differentiable QP solver for PyTorch.

query_for_rank_difference