| Offline Meta-Reinforcement Learning with Online Self-Supervision | Jul 8, 2021 | Meta Reinforcement LearningOffline RL | CodeCode Available | 1 |
| Offline Pre-trained Multi-Agent Decision Transformer: One Big Sequence Model Tackles All SMAC Tasks | Dec 6, 2021 | AllMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender System | Apr 4, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Offline Reinforcement Learning for Visual Navigation | Dec 16, 2022 | NavigateOffline RL | CodeCode Available | 1 |
| Making Offline RL Online: Collaborative World Models for Offline Visual Reinforcement Learning | May 24, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Offline Reinforcement Learning via High-Fidelity Generative Behavior Modeling | Sep 29, 2022 | Computational EfficiencyD4RL | CodeCode Available | 1 |
| Extreme Q-Learning: MaxEnt RL without Entropy | Jan 5, 2023 | D4RLDeep Reinforcement Learning | CodeCode Available | 1 |
| Agent-Controller Representations: Principled Offline RL with Rich Exogenous Information | Oct 31, 2022 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Offline Reinforcement Learning with Reverse Model-based Imagination | Oct 1, 2021 | Data Augmentationmodel | CodeCode Available | 1 |
| Offline Reinforcement Learning with Value-based Episodic Memory | Oct 19, 2021 | D4RLOffline RL | CodeCode Available | 1 |
| Efficient Reinforcement Learning Through Trajectory Generation | Nov 30, 2022 | LEMMAOffline RL | CodeCode Available | 1 |
| Conservative Offline Distributional Reinforcement Learning | Jul 12, 2021 | D4RLDistributional Reinforcement Learning | CodeCode Available | 1 |
| Conservative Q-Learning for Offline Reinforcement Learning | Jun 8, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Zero-Shot Reinforcement Learning from Low Quality Data | Sep 26, 2023 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Reliable Conditioning of Behavioral Cloning for Offline Reinforcement Learning | Oct 11, 2022 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Consistency Models as a Rich and Efficient Policy Class for Reinforcement Learning | Sep 29, 2023 | Image GenerationOffline RL | CodeCode Available | 1 |
| Constraint-Adaptive Policy Switching for Offline Safe Reinforcement Learning | Dec 25, 2024 | Decision MakingOffline RL | CodeCode Available | 1 |
| One Risk to Rule Them All: A Risk-Sensitive Perspective on Model-Based Offline Reinforcement Learning | Nov 30, 2022 | AllDecision Making | CodeCode Available | 1 |
| Alleviating Matthew Effect of Offline Reinforcement Learning in Interactive Recommendation | Jul 10, 2023 | Decision MakingInteractive Recommendation | CodeCode Available | 1 |
| OptiDICE: Offline Policy Optimization via Stationary Distribution Correction Estimation | Jun 21, 2021 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| ORL-AUDITOR: Dataset Auditing in Offline Deep Reinforcement Learning | Sep 6, 2023 | Autonomous VehiclesDeep Reinforcement Learning | CodeCode Available | 1 |
| PDiT: Interleaving Perception and Decision-making Transformers for Deep Reinforcement Learning | Dec 26, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| All You Need Is Supervised Learning: From Imitation Learning to Meta-RL With Upside Down RL | Feb 24, 2022 | AllImitation Learning | CodeCode Available | 1 |
| Plan Better Amid Conservatism: Offline Multi-Agent Reinforcement Learning with Actor Rectification | Nov 22, 2021 | Continuous ControlMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Acme: A Research Framework for Distributed Reinforcement Learning | Jun 1, 2020 | Deep Reinforcement LearningDQN Replay Dataset | CodeCode Available | 1 |
| Policy Regularization with Dataset Constraint for Offline Reinforcement Learning | Jun 11, 2023 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Efficient Planning in a Compact Latent Action Space | Aug 22, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Free from Bellman Completeness: Trajectory Stitching via Model-based Return-conditioned Supervised Learning | Oct 30, 2023 | Decision MakingOffline RL | CodeCode Available | 1 |
| GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning | May 27, 2024 | Data AugmentationDecision Making | CodeCode Available | 1 |
| Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning | Jun 7, 2021 | Multi-agent Reinforcement LearningOffline RL | CodeCode Available | 1 |
| Don't Change the Algorithm, Change the Data: Exploratory Data for Offline Reinforcement Learning | Jan 31, 2022 | DiversityOffline RL | CodeCode Available | 1 |
| Efficient Diffusion Policies for Offline Reinforcement Learning | May 31, 2023 | D4RLOffline RL | CodeCode Available | 1 |
| Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations | Jul 20, 2022 | Imitation LearningOffline RL | CodeCode Available | 1 |
| Behavior Transformers: Cloning k modes with one stone | Jun 22, 2022 | Object DetectionOffline RL | CodeCode Available | 1 |
| When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning | May 23, 2022 | D4RLOffline RL | CodeCode Available | 1 |
| Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning | Oct 25, 2022 | D4RLOffline RL | CodeCode Available | 1 |
| Direct Preference-based Policy Optimization without Reward Modeling | Jan 30, 2023 | Contrastive LearningOffline RL | CodeCode Available | 1 |
| DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors | Sep 26, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Curriculum Offline Imitation Learning | Nov 3, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| A Minimalist Approach to Offline Reinforcement Learning | Jun 12, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| FOCAL: Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior Regularization | Oct 2, 2020 | Meta Reinforcement LearningMetric Learning | CodeCode Available | 1 |
| Doubly Mild Generalization for Offline Reinforcement Learning | Nov 12, 2024 | MuJoCoOffline RL | CodeCode Available | 1 |
| CROP: Conservative Reward for Model-based Offline Policy Optimization | Oct 26, 2023 | D4RLOffline RL | CodeCode Available | 1 |
| Critic Regularized Regression | Jun 26, 2020 | Offline RLregression | CodeCode Available | 1 |
| DataLight: Offline Data-Driven Traffic Signal Control | Mar 20, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Behavior Proximal Policy Optimization | Feb 22, 2023 | D4RLOffline RL | CodeCode Available | 1 |
| Critic-Guided Decision Transformer for Offline Reinforcement Learning | Dec 21, 2023 | D4RLOffline RL | CodeCode Available | 1 |
| Optimistic Curiosity Exploration and Conservative Exploitation with Linear Reward Shaping | Sep 15, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning | Sep 22, 2023 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Diffusion Policies creating a Trust Region for Offline Reinforcement Learning | May 30, 2024 | D4RLDenoising | CodeCode Available | 1 |
