| CrowdPlay: Crowdsourcing human demonstration data for offline learning in Atari games | Sep 29, 2021 | Atari GamesDecision Making | —Unverified | 0 |
| Should I Run Offline Reinforcement Learning or Behavioral Cloning? | Sep 29, 2021 | Atari GamesDiagnostic | —Unverified | 0 |
| Targeted Environment Design from Offline Data | Sep 29, 2021 | Offline RLReinforcement Learning (RL) | —Unverified | 0 |
| The Essential Elements of Offline RL via Supervised Learning | Sep 29, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
| Why so pessimistic? Estimating uncertainties for offline RL through ensembles, and why their independence matters. | Sep 29, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| A Workflow for Offline Model-Free Robotic Reinforcement Learning | Sep 22, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Accelerating Offline Reinforcement Learning Application in Real-Time Bidding and Recommendation: Potential Use of Simulation | Sep 17, 2021 | Decision MakingOffline RL | —Unverified | 0 |
| Conservative Data Sharing for Multi-Task Offline Reinforcement Learning | Sep 16, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
| DCUR: Data Curriculum for Teaching via Samples with Reinforcement Learning | Sep 15, 2021 | Deep Reinforcement LearningOffline RL | CodeCode Available | 0 |
| Policy Gradients Incorporating the Future | Aug 4, 2021 | Offline RLReinforcement Learning (RL) | —Unverified | 0 |
| Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings | Jul 23, 2021 | Computational EfficiencyDecision Making | CodeCode Available | 1 |
| Offline Preference-Based Apprenticeship Learning | Jul 20, 2021 | Active LearningOffline RL | —Unverified | 0 |
| Constraints Penalized Q-learning for Safe Offline Reinforcement Learning | Jul 19, 2021 | Offline RLQ-Learning | —Unverified | 0 |
| Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage | Jul 13, 2021 | Offline RLreinforcement-learning | —Unverified | 0 |
| Conservative Offline Distributional Reinforcement Learning | Jul 12, 2021 | D4RLDistributional Reinforcement Learning | CodeCode Available | 1 |
| Enhancing Video Analytics Accuracy via Real-time Automated Camera Parameter Tuning | Jul 8, 2021 | Face DetectionFace Recognition | —Unverified | 0 |
| Offline Meta-Reinforcement Learning with Online Self-Supervision | Jul 8, 2021 | Meta Reinforcement LearningOffline RL | CodeCode Available | 1 |
| The Least Restriction for Offline Reinforcement Learning | Jul 5, 2021 | Offline RLQ-Learning | —Unverified | 0 |
| Optimality Inductive Biases and Agnostic Guidelines for Offline Reinforcement Learning | Jul 3, 2021 | AttributeInductive Bias | CodeCode Available | 0 |
| Offline-to-Online Reinforcement Learning via Balanced Replay and Pessimistic Q-Ensemble | Jul 1, 2021 | Offline RLreinforcement-learning | CodeCode Available | 1 |
| Provably Efficient Representation Selection in Low-rank Markov Decision Processes: From Online to Offline RL | Jun 22, 2021 | Deep Reinforcement LearningOffline RL | —Unverified | 0 |
| OptiDICE: Offline Policy Optimization via Stationary Distribution Correction Estimation | Jun 21, 2021 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Boosting Offline Reinforcement Learning with Residual Generative Modeling | Jun 19, 2021 | Offline RLQ-Learning | —Unverified | 0 |
| Offline RL Without Off-Policy Evaluation | Jun 16, 2021 | D4RLOffline RL | CodeCode Available | 1 |
| Behavioral Priors and Dynamics Models: Improving Performance and Domain Transfer in Offline RL | Jun 16, 2021 | D4RLDomain Generalization | —Unverified | 0 |
