Policy Learning

Humanoid Policy   Human Policy CoRL 2025 HyperCRS: Hypergraph-Aware Multi-Grained Preference Learning to Burst Filter Bubbles in Conversational Recommendation System ACL 2025 Hyper: Hyperparameter Robust Efficient Exploration in Reinforcement Learning ICML 2025 HyperTASR: Hypernetwork-Driven Task-Aware Scene Representations for Robust Manipulation CoRL 2025 HyPoGen: Optimization-Biased Hypernetworks for Generalizable Policy Generation ICLR 2025 IL-SOAR : Imitation Learning with Soft Optimistic Actor cRitic ICML 2025 Image Difference Captioning via Adversarial Preference Optimization EMNLP 2025 Imitation Learning from a Single Temporally Misaligned Video ICML 2025 Imitation Learning via Focused Satisficing IJCAI 2025 Improved Lower Bounds for First-order Stochastic Non-convex Optimization under Markov Sampling ICML 2025 Improved Regret Analysis in Gaussian Process Bandits: Optimality for Noiseless Reward, RKHS norm, and Non-Stationary Variance ICML 2025 Improving the Continuity of Goal-Achievement Ability via Policy Self-Regularization for Goal-Conditioned Reinforcement Learning ICML 2025 Improving Value Estimation Critically Enhances Vanilla Policy Gradient ICML 2025 Incentivizing Safer Actions in Policy Optimization for Constrained Reinforcement Learning IJCAI 2025 In-Context Reinforcement Learning From Suboptimal Historical Data ICML 2025 Incorporating Review-missing Interactions for Generative Explainable Recommendation COLING 2025 In-Dataset Trajectory Return Regularization for Offline Preference-based Reinforcement Learning AAAI 2025 Indirect Online Preference Optimization via Reinforcement Learning IJCAI 2025 InnateCoder: Learning Programmatic Options with Foundation Models IJCAI 2025 In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents ACL 2025 IntentionFrame: A Semi-Structured, Multi-Aspect Framework for Fine-Grained Conversational Intention Understanding EMNLP 2025 Inverse Reinforcement Learning by Estimating Expertise of Demonstrators AAAI 2025 Inverse Reinforcement Learning Meets Large Language Model Alignment ACL 2025 Inverse Reinforcement Learning with Switching Rewards and History Dependency for Characterizing Animal Behaviors ICML 2025 Joint Reward and Policy Learning with Demonstrations and Human Feedback Improves Alignment ICLR 2025