| Decoupled Prioritized Resampling for Offline RL | Jun 8, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Harnessing Mixed Offline Reinforcement Learning Datasets via Trajectory Weighting | Jun 22, 2023 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender System | Apr 4, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Offline Reinforcement Learning via High-Fidelity Generative Behavior Modeling | Sep 29, 2022 | Computational EfficiencyD4RL | 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 with In-sample Q-Learning | Sep 29, 2021 | D4RLOffline RL | CodeCode Available | 1 |
| COMBO: Conservative Offline Model-Based Policy Optimization | Feb 16, 2021 | modelOffline RL | CodeCode Available | 1 |
| Agent-Controller Representations: Principled Offline RL with Rich Exogenous Information | Oct 31, 2022 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Offline Retraining for Online RL: Decoupled Policy Learning to Mitigate Exploration Bias | Oct 12, 2023 | D4RLOffline RL | 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 |
| Federated Ensemble-Directed Offline Reinforcement Learning | May 4, 2023 | continuous-controlContinuous Control | 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 |
| Online reinforcement learning with sparse rewards through an active inference capsule | Jun 4, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Alleviating Matthew Effect of Offline Reinforcement Learning in Interactive Recommendation | Jul 10, 2023 | Decision MakingInteractive Recommendation | CodeCode Available | 1 |
| Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search | May 24, 2024 | Code GenerationLanguage Modelling | CodeCode Available | 1 |
| PDiT: Interleaving Perception and Decision-making Transformers for Deep Reinforcement Learning | Dec 26, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning | Feb 23, 2022 | D4RLOffline RL | 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 |
| PlanDQ: Hierarchical Plan Orchestration via D-Conductor and Q-Performer | Jun 10, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Optimistic Curiosity Exploration and Conservative Exploitation with Linear Reward Shaping | Sep 15, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Acme: A Research Framework for Distributed Reinforcement Learning | Jun 1, 2020 | Deep Reinforcement LearningDQN Replay Dataset | CodeCode Available | 1 |
| Entropy-regularized Diffusion Policy with Q-Ensembles for Offline Reinforcement Learning | Feb 6, 2024 | D4RLOffline RL | CodeCode Available | 1 |
| Extreme Q-Learning: MaxEnt RL without Entropy | Jan 5, 2023 | D4RLDeep Reinforcement Learning | CodeCode Available | 1 |
| GNN-DT: Graph Neural Network Enhanced Decision Transformer for Efficient Optimization in Dynamic Environments | Feb 3, 2025 | Efficient ExplorationGraph Neural Network | CodeCode Available | 1 |
| Efficient Offline Policy Optimization with a Learned Model | Oct 12, 2022 | Offline RL | CodeCode Available | 1 |
| A Minimalist Approach to Offline Reinforcement Learning | Jun 12, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Curriculum Offline Imitation Learning | Nov 3, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Doubly Mild Generalization for Offline Reinforcement Learning | Nov 12, 2024 | MuJoCoOffline RL | CodeCode Available | 1 |
| Behavior Transformers: Cloning k modes with one stone | Jun 22, 2022 | Object DetectionOffline 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 |
| Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning | Oct 25, 2022 | D4RLOffline 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 |
| Efficient Planning in a Compact Latent Action Space | Aug 22, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| CROP: Conservative Reward for Model-based Offline Policy Optimization | Oct 26, 2023 | D4RLOffline RL | 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 |
| FOCAL: Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior Regularization | Oct 2, 2020 | Meta Reinforcement LearningMetric Learning | CodeCode Available | 1 |
| Critic Regularized Regression | Jun 26, 2020 | Offline RLregression | CodeCode Available | 1 |
| Behavior Proximal Policy Optimization | Feb 22, 2023 | D4RLOffline RL | CodeCode Available | 1 |
| DataLight: Offline Data-Driven Traffic Signal Control | Mar 20, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Critic-Guided Decision Transformer for Offline Reinforcement Learning | Dec 21, 2023 | D4RLOffline RL | CodeCode Available | 1 |
| Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning | Sep 22, 2023 | counterfactualMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations | Jul 20, 2022 | Imitation LearningOffline RL | CodeCode Available | 1 |
| cosFormer: Rethinking Softmax in Attention | Feb 17, 2022 | D4RLLanguage Modeling | CodeCode Available | 1 |
| When should we prefer Decision Transformers for Offline Reinforcement Learning? | May 23, 2023 | D4RLImitation Learning | CodeCode Available | 1 |
