Reinforcement Learning
9,982 papers (145 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Papers per year
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9
27
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36
20
43
49
59
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51
83
216
419
722
966
1,128
1,156
1,384
1,648
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362
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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