Reinforcement Learning

Efficient Multi-Policy Evaluation for Reinforcement Learning AAAI 2025 Efficient Reinforcement Learning in Probabilistic Reward Machines AAAI 2025 Embedding Domain Knowledge for Large Language Models via Reinforcement Learning from Augmented Generation EMNLP 2025 EmbodiedSplat: Personalized Real-to-Sim-to-Real Navigation with Gaussian Splats from a Mobile Device ICCV 2025 Enhancing Decision-Making for LLM Agents via Step-Level Q-Value Models AAAI 2025 Enhancing Logical Reasoning in Language Models via Symbolically-Guided Monte Carlo Process Supervision EMNLP 2025 Enhancing Machine Translation with Self-Supervised Preference Data ACL 2025 Enhancing Persona Consistency for LLMs’ Role-Playing using Persona-Aware Contrastive Learning ACL 2025 Enhancing Predictive Healthcare Using AI-Driven Early Warning Systems AAAI 2025 Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment EMNLP 2025 Enhancing Reward Models for High-quality Image Generation: Beyond Text-Image Alignment ICCV 2025 Enhancing Study-Level Inference from Clinical Trial Papers via Reinforcement Learning-Based Numeric Reasoning EMNLP 2025 EPO: Explicit Policy Optimization for Strategic Reasoning in LLMs via Reinforcement Learning ACL 2025 ERL-MPP: Evolutionary Reinforcement Learning with Multi-head Puzzle Perception for Solving Large-scale Jigsaw Puzzles of Eroded Gaps AAAI 2025 Evaluation of Active Feature Acquisition Methods for Time-varying Feature Settings JMLR 2025 Evolutionary Reinforcement Learning with Parameterized Action Primitives for Diverse Manipulation Tasks AAAI 2025 EvolvingGrasp: Evolutionary Grasp Generation via Efficient Preference Alignment ICCV 2025 Expectation Preference Optimization: Reliable Preference Estimation for Improving the Reasoning Capability of Large Language Models EMNLP 2025 Exploration-Driven Generative Interactive Environments CVPR 2025 Exploring Chain-of-Thought Reasoning for Steerable Pluralistic Alignment EMNLP 2025 Faster Machine Translation Ensembling with Reinforcement Learning and Competitive Correction NAACL 2025 FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 2025 FFCG: Effective and Fast Family Column Generation for Solving Large-Scale Linear Program AAAI 2025 FinNLP-FNP-LLMFinLegal @ COLING 2025 Shared Task: Agent-Based Single Cryptocurrency Trading Challenge COLING 2025 Fixing Distribution Shifts of LLM Self-Critique via On-Policy Self-Play Training ACL 2025