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Deep RL

3861 directly classified papers

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Papers

WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning EMNLP 2025
Assess and Prompt: A Generative RL Framework for Improving Engagement in Online Mental Health Communities EMNLP 2025
Dialogue Is Not Enough to Make a Communicative BabyLM (But Neither Is Developmentally Inspired Reinforcement Learning) EMNLP 2025
Wavelet Policy: Lifting Scheme for Policy Learning in Long-Horizon Tasks ICCV 2025
SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin EMNLP 2025
A Graph Interaction Framework on Relevance for Multimodal Named Entity Recognition with Multiple Images COLING 2025
Exploration-Driven Generative Interactive Environments CVPR 2025
Decision SpikeFormer: Spike-Driven Transformer for Decision Making CVPR 2025
SeqMvRL: A Sequential Fusion Framework for Multi-view Representation Learning CVPR 2025
All-Optical Nonlinear Diffractive Deep Network for Ultrafast Image Denoising CVPR 2025
InterMimic: Towards Universal Whole-Body Control for Physics-Based Human-Object Interactions CVPR 2025
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning CVPR 2025
Touch2Shape: Touch-Conditioned 3D Diffusion for Shape Exploration and Reconstruction CVPR 2025
On the Effects of Fine-tuning Language Models for Text-Based Reinforcement Learning COLING 2025
Towards Adaptive Mechanism Activation in Language Agent COLING 2025
MBA-RAG: a Bandit Approach for Adaptive Retrieval-Augmented Generation through Question Complexity COLING 2025
One Encoder to Rule them All: Representation Learning for Model-free Visual Reinforcement Learning using Fourier Neural Operators ICCV 2025
RIPE: Reinforcement Learning on Unlabeled Image Pairs for Robust Keypoint Extraction ICCV 2025
Gain Tuning Is Not What You Need: Reward Gain Adaptation for Constrained Locomotion Learning RSS 2025
Enhancing AMR Parsing with Group Relative Policy Optimization ACL 2025
LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025
Learning Getting-Up Policies for Real-World Humanoid Robots RSS 2025
Resolving Conflicting Constraints in Multi-Agent Reinforcement Learning with Layered Safety RSS 2025
Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025
RL + Transformer = A General-Purpose Problem Solver ACL 2025