Reinforcement Learning

Towards Interpretable Deep Reinforcement Learning with Human-Friendly Prototypes ICLR 2023 Towards Robust and Safe Reinforcement Learning with Benign Off-policy Data ICML 2023 Trace and Pace: Controllable Pedestrian Animation via Guided Trajectory Diffusion CVPR 2023 Truthful Self-Play ICLR 2023 Tuning Computer Vision Models With Task Rewards ICML 2023 Understanding and Addressing the Pitfalls of Bisimulation-based Representations in Offline Reinforcement Learning NeurIPS 2023 Understanding and Adopting Rational Behavior by Bellman Score Estimation ICLR 2023 Unsupervised Behavior Extraction via Random Intent Priors NeurIPS 2023 User-Interactive Offline Reinforcement Learning ICLR 2023 User Simulator Assisted Open-ended Conversational Recommendation System ACL 2023 Utilizing Prior Solutions for Reward Shaping and Composition in Entropy-Regularized Reinforcement Learning AAAI 2023 Value Memory Graph: A Graph-Structured World Model for Offline Reinforcement Learning ICLR 2023 Visual Imitation Learning with Patch Rewards ICLR 2023 Wasserstein Actor-Critic: Directed Exploration via Optimism for Continuous-Actions Control AAAI 2023 Wasserstein Auto-encoded MDPs: Formal Verification of Efficiently Distilled RL Policies with Many-sided Guarantees ICLR 2023 Weakly Coupled Deep Q-Networks NeurIPS 2023 When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning ICLR 2023 When Do Transformers Shine in RL? Decoupling Memory from Credit Assignment NeurIPS 2023 Winner Takes It All: Training Performant RL Populations for Combinatorial Optimization NeurIPS 2023 Yes, this Way! Learning to Ground Referring Expressions into Actions with Intra-episodic Feedback from Supportive Teachers ACL 2023 Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Primal-Dual Approach AAAI 2022 Action-modulated midbrain dopamine activity arises from distributed control policies NeurIPS 2022 AdaRL: What, Where, and How to Adapt in Transfer Reinforcement Learning ICLR 2022 A Direct Approximation of AIXI Using Logical State Abstractions NeurIPS 2022 Admissible Policy Teaching through Reward Design AAAI 2022