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Reinforcement Learning

2932 directly classified papers

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Papers

An Analysis of Scoring Methods for Reranking in Large Language Model Story Generation NAACL 2025
Interaction-Required Suggestions for Control, Ownership, and Awareness in Human-AI Co-Writing NAACL 2025
Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025
ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning EMNLP 2025
Faster Machine Translation Ensembling with Reinforcement Learning and Competitive Correction NAACL 2025
2D-DPO: Scaling Direct Preference Optimization with 2-Dimensional Supervision NAACL 2025
TAROT: Task-Oriented Authorship Obfuscation Using Policy Optimization Methods NAACL 2025
LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025
Learning Structured World Models From and For Physical Interactions AAAI 2025
SeqPO-SiMT: Sequential Policy Optimization for Simultaneous Machine Translation ACL 2025
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning EMNLP 2025
Enhancing Reward Models for High-quality Image Generation: Beyond Text-Image Alignment ICCV 2025
Visual-RFT: Visual Reinforcement Fine-Tuning ICCV 2025
Cycle Consistency as Reward: Learning Image-Text Alignment without Human Preferences ICCV 2025
Trial-Oriented Visual Rearrangement ICCV 2025
MOERL: When Mixture-of-Experts Meet Reinforcement Learning for Adverse Weather Image Restoration ICCV 2025
GTR: Guided Thought Reinforcement Prevents Thought Collapse in RL-based VLM Agent Training ICCV 2025
ULTHO: Ultra-Lightweight yet Efficient Hyperparameter Optimization in Deep Reinforcement Learning ICCV 2025
Reinforcement Learning-Guided Data Selection via Redundancy Assessment ICCV 2025
Disentangled World Models: Learning to Transfer Semantic Knowledge from Distracting Videos for Reinforcement Learning ICCV 2025
DSO: Aligning 3D Generators with Simulation Feedback for Physical Soundness ICCV 2025
Mitigating Object Hallucinations via Sentence-Level Early Intervention ICCV 2025
EvolvingGrasp: Evolutionary Grasp Generation via Efficient Preference Alignment ICCV 2025
Training-free Generation of Temporally Consistent Rewards from VLMs ICCV 2025
Enhancing Machine Translation with Self-Supervised Preference Data ACL 2025