Reinforcement Learning

R2D2: Remembering, Replaying and Dynamic Decision Making with a Reflective Agentic Memory ACL 2025 R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning EMNLP 2025 RadQA-DPO: A Radiology Question Answering System with Encoder-Decoder Models Enhanced by Direct Preference Optimization ACL 2025 RAG-Zeval: Enhancing RAG Responses Evaluator through End-to-End Reasoning and Ranking-Based Reinforcement Learning EMNLP 2025 RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors AAAI 2025 Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation AAAI 2025 Reducing AUV Energy Consumption Through Dynamic Sensor Directions Switching via Deep Reinforcement Learning AAAI 2025 RED: Unleashing Token-Level Rewards from Holistic Feedback via Reward Redistribution EMNLP 2025 ReinDiffuse: Crafting Physically Plausible Motions with Reinforced Diffusion Model WACV 2025 Relaxed Transition Kernels can Cure Underestimation in Adversarial Offline Reinforcement Learning ACML 2025 Removing Prompt-template Bias in Reinforcement Learning from Human Feedback ACL 2025 ReNeg: Learning Negative Embedding with Reward Guidance CVPR 2025 Rescorla-Wagner Steering of LLMs for Undesired Behaviors over Disproportionate Inappropriate Context EMNLP 2025 Rethinking Light Decoder-based Solvers for Vehicle Routing Problems ICLR 2025 Reward Dimension Reduction for Scalable Multi-Objective Reinforcement Learning ICLR 2025 Rewarding the Unlikely: Lifting GRPO Beyond Distribution Sharpening EMNLP 2025 RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness CVPR 2025 RLHF Algorithms Ranked: An Extensive Evaluation Across Diverse Tasks, Rewards, and Hyperparameters EMNLP 2025 RLPF: Reinforcement Learning from Prediction Feedback for User Summarization with LLMs AAAI 2025 RL-RC-DoT: A Block-level RL agent for Task-Aware Video Compression CVPR 2025 RMultiplex200K: Toward Reliable Multimodal Process Supervision for Visual Language Models on Telecommunications ICCV 2025 RoBridge: A Hierarchical Architecture Bridging Cognition and Execution for General Robotic Manipulation ICCV 2025 Robust Preference Optimization via Dynamic Target Margins ACL 2025 RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data AAAI 2025 RTADev: Intention Aligned Multi-Agent Framework for Software Development ACL 2025