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Reinforcement Learning

2932 directly classified papers

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Papers

Representation-driven Option Discovery in Reinforcement Learning AAAI 2025
MarkovType: A Markov Decision Process Strategy for Non-Invasive Brain-Computer Interfaces Typing Systems AAAI 2025
Reinforcement Learning-Guided Data Selection via Redundancy Assessment ICCV 2025
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning EMNLP 2025
Debiasing Online Preference Learning via Preference Feature Preservation ACL 2025
Improving Reward Models with Synthetic Critiques NAACL 2025
ULTHO: Ultra-Lightweight yet Efficient Hyperparameter Optimization in Deep Reinforcement Learning ICCV 2025
Do LLMs Need Inherent Reasoning Before Reinforcement Learning? A Study in Korean Self-Correction IJCNLP 2025
Hidden in Plain Text: Emergence & Mitigation of Steganographic Collusion in LLMs IJCNLP 2025
Structured Document Translation via Format Reinforcement Learning IJCNLP 2025
On the Convergence of Moral Self-Correction in Large Language Models IJCNLP 2025
KERLQA: Knowledge-Enhanced Reinforcement Learning for Question Answering in Low-resource Languages IJCNLP 2025
Atomic Consistency Preference Optimization for Long-Form Question Answering IJCNLP 2025
Online Learning Defense against Iterative Jailbreak Attacks via Prompt Optimization IJCNLP 2025
Learning a Continue-Thinking Token for Enhanced Test-Time Scaling IJCNLP 2025
A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy EMNLP 2025
DSO: Aligning 3D Generators with Simulation Feedback for Physical Soundness ICCV 2025
Mitigating Object Hallucinations via Sentence-Level Early Intervention ICCV 2025
Towards Robust, Efficient, and Practical Decision-Making: From Reward-Maximizing Deep Reinforcement Learning to Reward-Matching GFlowNets AAAI 2025
sDPO: Don’t Use Your Data All at Once COLING 2025
BackMATH: Towards Backward Reasoning for Solving Math Problems Step by Step COLING 2025
Sources of Disagreement in Data for LLM Instruction Tuning COLING 2025
Investigating the effectiveness of length based rewards in DPO for building Conversational Financial Question Answering Systems COLING 2025
FinNLP-FNP-LLMFinLegal @ COLING 2025 Shared Task: Agent-Based Single Cryptocurrency Trading Challenge COLING 2025
Visual-RFT: Visual Reinforcement Fine-Tuning ICCV 2025