| Reliable Conditioning of Behavioral Cloning for Offline Reinforcement Learning | Oct 11, 2022 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Pre-Training for Robots: Offline RL Enables Learning New Tasks from a Handful of Trials | Oct 11, 2022 | Offline RLQ-Learning | CodeCode Available | 1 |
| BAFFLE: Hiding Backdoors in Offline Reinforcement Learning Datasets | Oct 7, 2022 | Autonomous DrivingBackdoor Attack | CodeCode Available | 1 |
| VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training | Sep 30, 2022 | Offline RLOpen-Ended Question Answering | CodeCode Available | 1 |
| Offline Reinforcement Learning via High-Fidelity Generative Behavior Modeling | Sep 29, 2022 | Computational EfficiencyD4RL | CodeCode Available | 1 |
| Optimistic Curiosity Exploration and Conservative Exploitation with Linear Reward Shaping | Sep 15, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Efficient Planning in a Compact Latent Action Space | Aug 22, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| AdaCat: Adaptive Categorical Discretization for Autoregressive Models | Aug 3, 2022 | Density EstimationOffline RL | CodeCode Available | 1 |
| Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations | Jul 20, 2022 | Imitation LearningOffline RL | CodeCode Available | 1 |
| When to Trust Your Simulator: Dynamics-Aware Hybrid Offline-and-Online Reinforcement Learning | Jun 27, 2022 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Behavior Transformers: Cloning k modes with one stone | Jun 22, 2022 | Object DetectionOffline RL | CodeCode Available | 1 |
| Value Memory Graph: A Graph-Structured World Model for Offline Reinforcement Learning | Jun 9, 2022 | D4RLModel-based Reinforcement Learning | CodeCode Available | 1 |
| RORL: Robust Offline Reinforcement Learning via Conservative Smoothing | Jun 6, 2022 | Decision MakingOffline RL | CodeCode Available | 1 |
| When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning | May 23, 2022 | D4RLOffline RL | CodeCode Available | 1 |
| RAMBO-RL: Robust Adversarial Model-Based Offline Reinforcement Learning | Apr 26, 2022 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction Estimation | Apr 19, 2022 | Offline RLOff-policy evaluation | CodeCode Available | 1 |
| Offline Reinforcement Learning for Safer Blood Glucose Control in People with Type 1 Diabetes | Apr 7, 2022 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| CIRS: Bursting Filter Bubbles by Counterfactual Interactive Recommender System | Apr 4, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Latent-Variable Advantage-Weighted Policy Optimization for Offline RL | Mar 16, 2022 | continuous-controlContinuous Control | 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 |
| Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning | Feb 23, 2022 | D4RLOffline RL | CodeCode Available | 1 |
| cosFormer: Rethinking Softmax in Attention | Feb 17, 2022 | D4RLLanguage Modeling | CodeCode Available | 1 |
| Supported Policy Optimization for Offline Reinforcement Learning | Feb 13, 2022 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Rethinking Goal-conditioned Supervised Learning and Its Connection to Offline RL | Feb 9, 2022 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Adversarially Trained Actor Critic for Offline Reinforcement Learning | Feb 5, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
