Reinforcement Learning

Henry at BEA 2025 Shared Task: Improving AI Tutor’s Guidance Evaluation Through Context-Aware Distillation ACL 2025 Hidden in Plain Text: Emergence & Mitigation of Steganographic Collusion in LLMs IJCNLP 2025 Hierarchical Multi-Agent Framework for Carbon-Efficient Liquid-Cooled Data Center Clusters AAAI 2025 Hierarchical Reward Modeling for Fault Localization in Large Code Repositories EMNLP 2025 HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models ACL 2025 HS-STaR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation EMNLP 2025 HW-TSC at Multilingual Counterspeech Generation COLING 2025 Identification of Multiple Logical Interpretations in Counter-Arguments EMNLP 2025 Igniting Creative Writing in Small Language Models: LLM-as-a-Judge versus Multi-Agent Refined Rewards EMNLP 2025 Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning NAACL 2025 Imitation Learning Backoff: Reinforcement Learning-based Channel Access for Guaranteeing Fairness (Student Abstract) AAAI 2025 Improving Neutral Point-of-View Generation with Data- and Parameter-Efficient RL EMNLP 2025 Improving Reward Models with Synthetic Critiques NAACL 2025 In-Context Policy Adaptation via Cross-Domain Skill Diffusion AAAI 2025 Inference-Aware Fine-Tuning for Best-of-N Sampling in Large Language Models ICLR 2025 Innovative Thinking, Infinite Humor: Humor Research of Large Language Models through Structured Thought Leaps ICLR 2025 INREACT: An Inspire-Then-Reinforce Training Framework For Multimodal GUI Agent EMNLP 2025 InspireDebate: Multi-Dimensional Subjective-Objective Evaluation-Guided Reasoning and Optimization for Debating ACL 2025 InstructionCP: A Simple yet Effective Approach for Transferring Large Language Models to Target Languages ACL 2025 Interacting Particle Systems for Fast Linear Quadratic RL L4DC 2025 Interaction-Required Suggestions for Control, Ownership, and Awareness in Human-AI Co-Writing NAACL 2025 Investigating Relational State Abstraction in Collaborative MARL AAAI 2025 Investigating the effectiveness of length based rewards in DPO for building Conversational Financial Question Answering Systems COLING 2025 IOPO: Empowering LLMs with Complex Instruction Following via Input-Output Preference Optimization ACL 2025 iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use EMNLP 2025