LucasCJYSDL / DGMs-for-Offline-Policy-LearningLinks
This repository provides a survey on the applications of deep generative models for offline reinforcement learning and imitation learning. We cover multiple deep generative models, including VAEs, GANs, Normalizing Flows, Transformers, and Diffusion Models.
☆52Updated 7 months ago
Alternatives and similar repositories for DGMs-for-Offline-Policy-Learning
Users that are interested in DGMs-for-Offline-Policy-Learning are comparing it to the libraries listed below
Sorting:
- ☆118Updated 2 years ago
- [ICLR 2024] The official implementation of "Safe Offline Reinforcement Learning with Feasibility-Guided Diffusion Model"☆115Updated 10 months ago
- Official code of the paper "Multi-Task Reinforcement Learning with Mixture of Orthogonal Experts" at ICLR2024☆37Updated last year
- [ICLR 2025] Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning.☆77Updated 4 months ago
- Implementation of "MADiff: Offline Multi-agent Learning with Diffusion Models"☆99Updated 5 months ago
- ☆59Updated 2 weeks ago
- ☆63Updated last year
- ☆25Updated last year
- 🔥 Datasets and env wrappers for offline safe reinforcement learning☆111Updated last month
- ☆70Updated 5 months ago
- This repo relates to the survey paper <Goal-Conditioned Reinforcement Learning: Problems and Solutions>. We collects widely used benchmar…☆143Updated 2 years ago
- [NeurIPS 2023] Efficient Diffusion Policy☆113Updated 2 years ago
- [ICML 2022] Robust Task Representations for Offline Meta-Reinforcement Learning via Contrastive Learning☆37Updated 3 years ago
- [NeurIPS 2023] The official implementation of "Offline Multi-Agent Reinforcement Learning with Implicit Global-to-Local Value Regularizat…☆39Updated last year
- ICLR 2024: SafeDreamer: Safe Reinforcement Learning with World Models☆88Updated last year
- [ICML2025] Official implementation of Efficient Online Reinforcement Learning for Diffusion Policies appearing in ICML 2025.☆39Updated this week
- Official implementation for: Consistency Models as a Rich and Efficient Policy Class for Reinforcement Learning ICLR'24☆26Updated last year
- Code release for "HarmonyDream: Task Harmonization Inside World Models" (ICML 2024), https://arxiv.org/abs/2310.00344☆48Updated last year
- [ICML 2024] The offical implementation of A2PR, a simple way to achieve SOTA in offline reinforcement learning with an adaptive advantage…☆34Updated last year
- [OWA@NeurIPS'24] xTED: Cross-Domain Adaptation via Diffusion-Based Trajectory Editing☆20Updated last year
- Codes accompanying the paper "Score Regularized Policy Optimization through Diffusion Behavior" (ICLR 2024).☆48Updated last year
- ☆37Updated 2 years ago
- This is the repo of "RL-ViGen: A Reinforcement Learning Benchmark for Visual Generalization"☆110Updated 10 months ago
- code for paper "Entropy-regularized Diffusion Policy with Q-Ensembles for Offline Reinforcement Learning"☆19Updated last year
- Reading List☆35Updated 2 years ago
- Official PyTorch implementation of "ACE:Off-Policy Actor-Critic with Causality-Aware Entropy Regularization"☆34Updated last year
- This is the official PyTorch implementation of the paper "Boosting Continuous Control with Consistency Policy".☆44Updated last month
- [ICLR 2024 Spotlight] Code for ICLR 2024 paper "Towards Robust Offline Reinforcement Learning under Diverse Data Corruption"☆20Updated last year
- An open-source framework to benchmark and assess safety specifications of Reinforcement Learning problems.☆70Updated 2 years ago
- Official open-source implementation of ICML 2022 paper: Reachability Constrainted Reinforcement Learning.☆38Updated 3 years ago