Policy Learning

Discovering Options That Minimize Average Planning Time AAAI 2025 Discriminative Policy Optimization for Token-Level Reward Models ICML 2025 Distributionally Robust Policy Learning under Concept Drifts ICML 2025 Diverse Policies Recovering via Pointwise Mutual Information Weighted Imitation Learning ICLR 2025 Diversifying Policy Behaviors with Extrinsic Behavioral Curiosity ICML 2025 DOGlove: Dexterous Manipulation with a Low-Cost Open-Source Haptic Force Feedback Glove RSS 2025 Doubly Optimal Policy Evaluation for Reinforcement Learning ICLR 2025 Doubly Robust Fusion of Many Treatments for Policy Learning ICML 2025 Efficient Action-Constrained Reinforcement Learning via Acceptance-Rejection Method and Augmented MDPs ICLR 2025 Efficient Exploitation of Hierarchical Structure in Sparse Reward Reinforcement Learning AISTATS 2025 Efficient Imitation under Misspecification ICLR 2025 Efficiently Escaping Saddle Points for Policy Optimization UAI 2025 Efficient Multi-Policy Evaluation for Reinforcement Learning AAAI 2025 Efficient Online Reinforcement Learning for Diffusion Policy ICML 2025 Efficient Policy Evaluation with Safety Constraint for Reinforcement Learning ICLR 2025 Efficient Robotic Policy Learning via Latent Space Backward Planning ICML 2025 Efficient Skill Discovery via Regret-Aware Optimization ICML 2025 Eliciting Language Model Behaviors with Investigator Agents ICML 2025 Embedding Safety into RL: A New Take on Trust Region Methods ICML 2025 Enabling Long(er) Horizon Imitation for Manipulation Tasks by Modeling Subgoal Transitions CoRL 2025 Enhancing Adaptive Behavioral Interventions with LLM Inference from Participant Described States MLHC 2025 Enhancing Goal-oriented Proactive Dialogue Systems via Dynamic Multi-dimensional Consistency Optimization EMNLP 2025 Enhancing Online Reinforcement Learning with Meta-Learned Objective from Offline Data AAAI 2025 Enhancing Question Generation through Diversity-Seeking Reinforcement Learning with Bilevel Policy Decomposition AAAI 2025 Enhancing Study-Level Inference from Clinical Trial Papers via Reinforcement Learning-Based Numeric Reasoning EMNLP 2025