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Deep RL

3861 directly classified papers

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Papers

Fixing Distribution Shifts of LLM Self-Critique via On-Policy Self-Play Training ACL 2025
On the Effects of Fine-tuning Language Models for Text-Based Reinforcement Learning COLING 2025
Adversarial Preference Learning for Robust LLM Alignment ACL 2025
An Efficient Dialogue Policy Agent with Model-Based Causal Reinforcement Learning COLING 2025
Towards Adaptive Mechanism Activation in Language Agent COLING 2025
Removing Prompt-template Bias in Reinforcement Learning from Human Feedback ACL 2025
MBA-RAG: a Bandit Approach for Adaptive Retrieval-Augmented Generation through Question Complexity COLING 2025
Improving Retrospective Language Agents via Joint Policy Gradient Optimization NAACL 2025
A Reinforcement Learning Framework for Cross-Lingual Stance Detection Using Chain-of-Thought Alignment ACL 2025
Enhancing multi-modal Relation Extraction with Reinforcement Learning Guided Graph Diffusion Framework COLING 2025
Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL ACL 2025
Optimizing RLHF Training for Large Language Models with Stage Fusion NSDI 2025
Hidden in Plain Text: Emergence & Mitigation of Steganographic Collusion in LLMs IJCNLP 2025
A Graph Interaction Framework on Relevance for Multimodal Named Entity Recognition with Multiple Images COLING 2025
NAT: Enhancing Agent Tuning with Negative Samples NAACL 2025
PIN-WM: Learning Physics-INformed World Models for Non-Prehensile Manipulation RSS 2025
Sketch-to-Skill: Bootstrapping Robot Learning with Human Drawn Trajectory Sketches RSS 2025
Hierarchical and Modular Network on Non-prehensile Manipulation in General Environments RSS 2025
Safety with Agency: Human-Centered Safety Filter with Application to AI-Assisted Motorsports RSS 2025
HOMIE: Humanoid Loco-Manipulation with Isomorphic Exoskeleton Cockpit RSS 2025
Resolving Conflicting Constraints in Multi-Agent Reinforcement Learning with Layered Safety RSS 2025
Universal Post-Processing Networks for Joint Optimization of Modules in Task-Oriented Dialogue Systems AAAI 2025
SrSv: Integrating Sequential Rollouts with Sequential Value Estimation for Multi-agent Reinforcement Learning AAAI 2025
What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning AAAI 2025
BeamDojo: Learning Agile Humanoid Locomotion on Sparse Footholds RSS 2025