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Reinforcement Learning

9,982 papers (145 classified directly here)

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Papers (including subtopics)

Proactive Guidance of Multi-Turn Conversation in Industrial Search ACL 2025 Probabilistic Satisfaction of Temporal Logic Constraints in Reinforcement Learning via Adaptive Policy-Switching L4DC 2025 Probabilistic Shielding for Safe Reinforcement Learning AAAI 2025 Progressively Label Enhancement for Large Language Model Alignment ICML 2025 PROGRESSOR: A Perceptually Guided Reward Estimator with Self-Supervised Online Refinement ICCV 2025 Projection Optimization: A General Framework for Multi-Objective and Multi-Group RLHF ICML 2025 Prompting with the Future: Open-World Model Predictive Control with Interactive Digital Twins RSS 2025 Proposer-Agent-Evaluator (PAE): Autonomous Skill Discovery For Foundation Model Internet Agents ICML 2025 Provable Policy Gradient for Robust Average-Reward MDPs Beyond Rectangularity ICML 2025 Provable Zero-Shot Generalization in Offline Reinforcement Learning ICML 2025 Provably Efficient Exploration in Inverse Constrained Reinforcement Learning ICML 2025 Provably Efficient RL for Linear MDPs under Instantaneous Safety Constraints in Non-Convex Feature Spaces ICML 2025 PWM: Policy Learning with Multi-Task World Models ICLR 2025 Q-function Decomposition with Intervention Semantics for Factored Action Spaces AISTATS 2025 QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search ICML 2025 QMP: Q-switch Mixture of Policies for Multi-Task Behavior Sharing ICLR 2025 QPRL : Learning Optimal Policies with Quasi-Potential Functions for Asymmetric Traversal ICML 2025 Q-PRM: Adaptive Query Rewriting for Retrieval-Augmented Generation via Step-level Process Supervision EMNLP 2025 Q-Supervised Contrastive Representation: A State Decoupling Framework for Safe Offline Reinforcement Learning ICML 2025 QuantAgents: Towards Multi-agent Financial System via Simulated Trading EMNLP 2025 Quantifying the Self-Interest Level of Markov Social Dilemmas IJCAI 2025 Quantum Speedups in Regret Analysis of Infinite Horizon Average-Reward Markov Decision Processes ICML 2025 Query-efficient Attack for Black-box Image Inpainting Forensics via Reinforcement Learning AAAI 2025 R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization ICCV 2025 R2D2: Remembering, Replaying and Dynamic Decision Making with a Reflective Agentic Memory ACL 2025