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Policy Learning

2068 directly classified papers

Papers per year

Papers

Towards A Better Initial Policy Model For Scalable Long-CoT Reinforcement Learning ACL 2025
VLP: Vision-Language Preference Learning for Embodied Manipulation EMNLP 2025
Token-level Proximal Policy Optimization for Query Generation EMNLP 2025
One Planner To Guide Them All ! Learning Adaptive Conversational Planners for Goal-oriented Dialogues EMNLP 2025
Reinforcement Learning for Large Language Models via Group Preference Reward Shaping EMNLP 2025
RAG-Zeval: Enhancing RAG Responses Evaluator through End-to-End Reasoning and Ranking-Based Reinforcement Learning EMNLP 2025
MuTIS: Enhancing Reasoning Efficiency through Multi Turn Intervention Sampling in Reinforcement Learning EMNLP 2025
Ambiguity Awareness Optimization: Towards Semantic Disambiguation for Direct Preference Optimization EMNLP 2025
Warm Up Before You Train: Unlocking General Reasoning in Resource-Constrained Settings EMNLP 2025
Rewarding the Unlikely: Lifting GRPO Beyond Distribution Sharpening EMNLP 2025
Group-Aware Reinforcement Learning for Output Diversity in Large Language Models EMNLP 2025
RLLTE: Long-Term Evolution Project of Reinforcement Learning AAAI 2025
RoBridge: A Hierarchical Architecture Bridging Cognition and Execution for General Robotic Manipulation ICCV 2025
Thinking Out Loud: Do Reasoning Models Know When They’re Right? EMNLP 2025
On-Policy Algorithms for Continual Reinforcement Learning (Student Abstract) AAAI 2025
A Deployed Online Reinforcement Learning Algorithm in an Oral Health Clinical Trial AAAI 2025
Augmented Lagrangian Risk-constrained Reinforcement Learning for Portfolio Optimization (Student Abstract) AAAI 2025
T-REG: Preference Optimization with Token-Level Reward Regularization ACL 2025
Selective Preference Optimization via Token-Level Reward Function Estimation EMNLP 2025
Can GRPO Boost Complex Multimodal Table Understanding? EMNLP 2025
RLAE: Reinforcement Learning-Assisted Ensemble for LLMs EMNLP 2025
VisEscape: A Benchmark for Evaluating Exploration-driven Decision-making in Virtual Escape Rooms EMNLP 2025
MiCRo: Mixture Modeling and Context-aware Routing for Personalized Preference Learning EMNLP 2025
StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy Optimization EMNLP 2025
REARANK: Reasoning Re-ranking Agent via Reinforcement Learning EMNLP 2025