| The Ladder in Chaos: A Simple and Effective Improvement to General DRL Algorithms by Policy Path Trimming and Boosting | Mar 2, 2023 | MuJoCoReinforcement Learning (RL) | —Unverified | 0 |
| Theoretically Guaranteed Policy Improvement Distilled from Model-Based Planning | Jul 24, 2023 | continuous-controlContinuous Control | —Unverified | 0 |
| Theoretically Principled Deep RL Acceleration via Nearest Neighbor Function Approximation | Oct 9, 2021 | Deep Reinforcement LearningMuJoCo | —Unverified | 0 |
| Mind the Model, Not the Agent: The Primacy Bias in Model-based RL | Oct 23, 2023 | continuous-controlContinuous Control | —Unverified | 0 |
| Time-Efficient Reward Learning via Visually Assisted Cluster Ranking | Nov 30, 2022 | Dimensionality ReductionMuJoCo | —Unverified | 0 |
| TIMRL: A Novel Meta-Reinforcement Learning Framework for Non-Stationary and Multi-Task Environments | Jan 13, 2025 | Decision MakingMeta Reinforcement Learning | —Unverified | 0 |
| TOM: Learning Policy-Aware Models for Model-Based Reinforcement Learning via Transition Occupancy Matching | May 22, 2023 | Model-based Reinforcement LearningMuJoCo | —Unverified | 0 |
| STOPS: Short-Term-based Volatility-controlled Policy Search and its Global Convergence | Jan 24, 2022 | MuJoCo | —Unverified | 0 |
| Toward Evaluating Robustness of Deep Reinforcement Learning with Continuous Control | May 1, 2020 | continuous-controlContinuous Control | —Unverified | 0 |
| Towards Characterizing Divergence in Deep Q-Learning | Mar 21, 2019 | continuous-controlContinuous Control | —Unverified | 0 |
| Towards Simplicity in Deep Reinforcement Learning: Streamlined Off-Policy Learning | Sep 25, 2019 | continuous-controlContinuous Control | —Unverified | 0 |
| Transferable Reward Learning by Dynamics-Agnostic Discriminator Ensemble | Jun 1, 2022 | Imitation LearningMuJoCo | —Unverified | 0 |
| Tsallis Reinforcement Learning: A Unified Framework for Maximum Entropy Reinforcement Learning | Jan 31, 2019 | MuJoCoreinforcement-learning | —Unverified | 0 |
| Turning Sand to Gold: Recycling Data to Bridge On-Policy and Off-Policy Learning via Causal Bound | Jul 15, 2025 | counterfactualDecision Making | —Unverified | 0 |
| Uncertainty-aware Low-Rank Q-Matrix Estimation for Deep Reinforcement Learning | Nov 19, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Understanding the Asymptotic Performance of Model-Based RL Methods | Sep 27, 2018 | Model-based Reinforcement LearningMuJoCo | —Unverified | 0 |
| Unified Policy Optimization for Continuous-action Reinforcement Learning in Non-stationary Tasks and Games | Aug 19, 2022 | MuJoCoReinforcement Learning (RL) | —Unverified | 0 |
| Universal Successor Features for Transfer Reinforcement Learning | Jan 5, 2020 | MuJoCoreinforcement-learning | —Unverified | 0 |
| Unsupervised Discovery of Continuous Skills on a Sphere | May 21, 2023 | MuJoCoUnsupervised Reinforcement Learning | —Unverified | 0 |
| User-Oriented Robust Reinforcement Learning | Feb 15, 2022 | MuJoCoreinforcement-learning | —Unverified | 0 |
| Value Improved Actor Critic Algorithms | Jun 3, 2024 | MuJoCo | —Unverified | 0 |
| Value Summation: A Novel Scoring Function for MPC-based Model-based Reinforcement Learning | Sep 16, 2022 | Model-based Reinforcement LearningMuJoCo | —Unverified | 0 |
| Variance Reduction for Reinforcement Learning in Input-Driven Environments | Jul 6, 2018 | Meta-LearningMuJoCo | —Unverified | 0 |
| Variational OOD State Correction for Offline Reinforcement Learning | May 1, 2025 | Decision MakingMuJoCo | —Unverified | 0 |
| V-MAO: Generative Modeling for Multi-Arm Manipulation of Articulated Objects | Nov 7, 2021 | MuJoCoObject | —Unverified | 0 |