Reinforcement Learning

Step-level Verifier-guided Hybrid Test-Time Scaling for Large Language Models EMNLP 2025 Sticker-TTS: Learn to Utilize Historical Experience with a Sticker-driven Test-Time Scaling Framework EMNLP 2025 Stochastic Approximation with Unbounded Markovian Noise: A General-Purpose Theorem AISTATS 2025 StoryLLaVA: Enhancing Visual Storytelling with Multi-Modal Large Language Models COLING 2025 Structural Reward Model: Enhancing Interpretability, Efficiency, and Scalability in Reward Modeling EMNLP 2025 Structured Document Translation via Format Reinforcement Learning IJCNLP 2025 Taming Overconfidence in LLMs: Reward Calibration in RLHF ICLR 2025 TAROT: Task-Oriented Authorship Obfuscation Using Policy Optimization Methods NAACL 2025 Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences ACL 2025 Teaching Language Models To Gather Information Proactively EMNLP 2025 Teaching Models to Improve on Tape AAAI 2025 Teaching Your Models to Understand Code via Focal Preference Alignment EMNLP 2025 Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries ACL 2025 Temporal Difference Learning: Why It Can Be Fast and How It Will Be Faster ICLR 2025 Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic ACL 2025 Terminology-Constrained Translation from Monolingual Data Using GRPO EMNLP 2025 The Adaptive Q-Network for Recommendation Tasks with Dynamic Item Space AAAI 2025 The Bandit Whisperer: Communication Learning for Restless Bandits AAAI 2025 The Distributional Reward Critic Framework for Reinforcement Learning Under Perturbed Rewards AAAI 2025 The Fellowship of the LLMs: Multi-Model Workflows for Synthetic Preference Optimization Dataset Generation ACL 2025 The Hallucination Tax of Reinforcement Finetuning EMNLP 2025 The Impact of Language Mixing on Bilingual LLM Reasoning EMNLP 2025 The Indoor-Training Effect: Unexpected Gains from Distribution Shifts in the Transition Function AAAI 2025 The POWER of Ikigai: Optimizing Life Fulfillment with an Integrated User Simulator and Adaptive Hobby Recommender AAAI 2025 The Power of Simplicity in LLM-Based Event Forecasting ACL 2025