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    • This repository contains a collection of resources and papers on Diffusion Models for RL, accompanying the paper "Diffusion Models for Reinforcement Learning: A Survey"
      Apache License 2.0
      1945400Updated Sep 20, 2024Sep 20, 2024
    • This repo relates to the survey paper <Goal-Conditioned Reinforcement Learning: Problems and Solutions>. We collects widely used benchmark environments and conclude a series of research works for goal-conditioned reinforcement learning (GCRL).
      511310Updated May 10, 2023May 10, 2023
    • MapGo

      Public
      TensorFlow implementation of the IJCAI 2021 paper MapGo: Model-Assisted Policy Optimization for Goal-Oriented Tasks
      Python
      MIT License
      1601Updated Mar 24, 2023Mar 24, 2023
    • bmpo

      Public
      Implementation of ICML2020 paper <Bidirectional Model-based Policy Optimization>
      Python
      MIT License
      02301Updated Mar 24, 2023Mar 24, 2023
    • DePO

      Public
      Code for ICML 2022 paper "Plan Your Target and Learn Your Skills: Transferable State-Only Imitation Learning via Decoupled Policy Optimization"
      Python
      3600Updated Nov 13, 2022Nov 13, 2022
    • COIL

      Public
      Code for NeurIPS 2021 paper "Curriculum Offline Imitation Learning"
      Python
      MIT License
      11700Updated Oct 21, 2022Oct 21, 2022
    • Code for ICML 2021 paper "Plan Your Target and Learn Your Skills: Transferable State-Only Imitation Learning via Decoupled Policy Optimization" on NGSIM dataset
      Python
      2500Updated May 31, 2022May 31, 2022
    • Snake game RL environment for Ubiquant competition 2022.
      Python
      MIT License
      12100Updated May 23, 2022May 23, 2022
    • Paper Collection for Imitation Learning in RL.
      2413400Updated Mar 17, 2022Mar 17, 2022
    • AORPO

      Public
      Official pytorch implementation of the paper <Model-based Multi-agent Policy Optimization with Adaptive Opponent-wise Rollouts>.
      Python
      21710Updated Mar 10, 2022Mar 10, 2022
    • Paper Collection for Batch RL with brief introductions.
      138500Updated Feb 26, 2022Feb 26, 2022
    • RL2S

      Public
      Implementation of the ECML-PKDD 2021 paper "Learning to Build High-fidelity and Robust Environment Models"
      Python
      0100Updated Jan 21, 2022Jan 21, 2022
    • autombpo

      Public
      Implementation of NeurIPS2021 paper <On Effective Scheduling of Model-based Reinforcement Learning>
      Python
      01200Updated Nov 16, 2021Nov 16, 2021
    • malib

      Public
      A parallel framework for population-based multi-agent reinforcement learning.
      Python
      MIT License
      60000Updated Nov 6, 2021Nov 6, 2021
    • Pytorch Implementation of AAMAS 2021 paper <Energy-Based Imitation Learning>
      Python
      MIT License
      11010Updated Oct 8, 2021Oct 8, 2021
    • A pool that contains previous baseline results along with its plotters run by us.
      Python
      0000Updated Jul 2, 2021Jul 2, 2021
    • CoDAIL

      Public
      Implementation of CoDAIL in the ICLR 2020 paper <Multi-Agent Interactions Modeling with Correlated Policies>
      Python
      Apache License 2.0
      11800Updated Jun 17, 2021Jun 17, 2021
    • Collections of powerful RL architectures with brief introductions.
      21100Updated Nov 20, 2020Nov 20, 2020
    • 2100Updated Oct 8, 2020Oct 8, 2020
    • Paper Collection of Reinforcement Learning Exploration covers Exploration of Muti-Arm-Bandit, Reinforcement Learning and Multi-agent Reinforcement Learning.
      43400Updated Nov 8, 2019Nov 8, 2019