reinforcement learning

Leveraging Constraint Violation Signals for Action Constrained Reinforcement Learning AAAI 2025 Leveraging LLM-based sentiment analysis for portfolio optimization with proximal policy optimization ACL 2025 LICORICE: Label-Efficient Concept-Based Interpretable Reinforcement Learning ICLR 2025 Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025 LineFlow: A Framework to Learn Active Control of Production Lines ICML 2025 LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback ACL 2025 LLM-Enhanced Self-Evolving Reinforcement Learning for Multi-Step E-Commerce Payment Fraud Risk Detection ACL 2025 LLM-Powered User Simulator for Recommender System AAAI 2025 LLMs Can Reason Faster Only If We Let Them ICML 2025 LLM Stinger: Jailbreaking LLMs Using RL Fine-Tuned LLMs (Student Abstract) AAAI 2025 LMRL Gym: Benchmarks for Multi-Turn Reinforcement Learning with Language Models ICML 2025 LNS2+RL: Combining Multi-agent Reinforcement Learning with Large Neighborhood Search in Multi-agent Path Finding AAAI 2025 Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving ACL 2025 LodeStar: Long-horizon Dexterity via Synthetic Data Augmentation from Human Demonstrations CoRL 2025 Logarithmic Regret for Linear Markov Decision Processes with Adversarial Corruptions AAAI 2025 Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models EMNLP 2025 Looking into User’s Long-term Interests through the Lens of Conservative Evidential Learning ICLR 2025 LoRA-PAR: A Flexible Dual-System LoRA Partitioning Approach to Efficient LLM Fine-Tuning EMNLP 2025 LORD: Large Models Based Opposite Reward Design for Autonomous Driving WACV 2025 LSRL: Process-Supervised GRPO on Latent Recurrent States Improves Mathematical Reasoning EMNLP 2025 MaestroMotif: Skill Design from Artificial Intelligence Feedback ICLR 2025 MaFeRw: Query Rewriting with Multi-Aspect Feedbacks for Retrieval-Augmented Large Language Models AAAI 2025 Make Imagination Clearer! Stable Diffusion-based Visual Imagination for Multimodal Machine Translation ACL 2025 ManiSkill-HAB: A Benchmark for Low-Level Manipulation in Home Rearrangement Tasks ICLR 2025 MAPoRL: Multi-Agent Post-Co-Training for Collaborative Large Language Models with Reinforcement Learning ACL 2025