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Deep RL

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Leveraging LLM-based sentiment analysis for portfolio optimization with proximal policy optimization ACL 2025
Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries ACL 2025
Direct Repair Optimization: Training Small Language Models For Educational Program Repair Improves Feedback ACL 2025
bea-jh at BEA 2025 Shared Task: Evaluating AI-powered Tutors through Pedagogically-Informed Reasoning ACL 2025
Text2World: Benchmarking Large Language Models for Symbolic World Model Generation ACL 2025
Improving the Language Understanding Capabilities of Large Language Models Using Reinforcement Learning EMNLP 2025
Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL ACL 2025
Adversarial Preference Learning for Robust LLM Alignment ACL 2025
Reward Generalization in RLHF: A Topological Perspective ACL 2025
Sketch-to-Skill: Bootstrapping Robot Learning with Human Drawn Trajectory Sketches RSS 2025
PIN-WM: Learning Physics-INformed World Models for Non-Prehensile Manipulation RSS 2025
Hierarchical and Modular Network on Non-prehensile Manipulation in General Environments RSS 2025
CPO: Addressing Reward Ambiguity in Role-playing Dialogue via Comparative Policy Optimization EMNLP 2025
A low-cost and lightweight 6 DoF bimanual arm for dynamic and contact-rich manipulation RSS 2025
BeamDojo: Learning Agile Humanoid Locomotion on Sparse Footholds RSS 2025
HOMIE: Humanoid Loco-Manipulation with Isomorphic Exoskeleton Cockpit RSS 2025
From Foresight to Forethought: VLM-In-the-Loop Policy Steering via Latent Alignment RSS 2025
Safety with Agency: Human-Centered Safety Filter with Application to AI-Assisted Motorsports RSS 2025
ConRFT: A Reinforced Fine-tuning Method for VLA Models via Consistency Policy RSS 2025
Action Flow Matching for Lifelong Learning RSS 2025
Self-Rewarding Large Vision-Language Models for Optimizing Prompts in Text-to-Image Generation ACL 2025
Implicit Neural-Representation Learning for Elastic Deformable-Object Manipulations RSS 2025
Towards Efficient LLM Grounding for Embodied Multi-Agent Collaboration ACL 2025
RAVEN: Robust Advertisement Video Violation Temporal Grounding via Reinforcement Reasoning ACL 2025
LLM-Enhanced Self-Evolving Reinforcement Learning for Multi-Step E-Commerce Payment Fraud Risk Detection ACL 2025