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Deep RL

3861 directly classified papers

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Papers

RaSS: Improving Denoising Diffusion Samplers with Reinforced Active Sampling Scheduler CVPR 2025
Dialogue Systems for Emotional Support via Value Reinforcement ACL 2025
JARVIS-VLA: Post-Training Large-Scale Vision Language Models to Play Visual Games with Keyboards and Mouse ACL 2025
Adversarial Preference Learning for Robust LLM Alignment ACL 2025
FlightGPT: Towards Generalizable and Interpretable UAV Vision-and-Language Navigation with Vision-Language Models EMNLP 2025
Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models EMNLP 2025
Let’s Reason Formally: Natural-Formal Hybrid Reasoning Enhances LLM’s Math Capability EMNLP 2025
A Reinforcement Learning Framework for Cross-Lingual Stance Detection Using Chain-of-Thought Alignment ACL 2025
Enhancing RLHF with Human Gaze Modeling EMNLP 2025
Token-level Proximal Policy Optimization for Query Generation EMNLP 2025
VEHME: A Vision-Language Model For Evaluating Handwritten Mathematics Expressions EMNLP 2025
VerIF: Verification Engineering for Reinforcement Learning in Instruction Following EMNLP 2025
GUI-Bee: Align GUI Action Grounding to Novel Environments via Autonomous Exploration EMNLP 2025
A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy EMNLP 2025
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning CVPR 2025
M^3PC: Test-time Model Predictive Control using Pretrained Masked Trajectory Model ICLR 2025
Deep Reinforcement Learning with Time-Scale Invariant Memory AAAI 2025
Plug-and-Play PPO: An Adaptive Point Prompt Optimizer Making SAM Greater CVPR 2025
VLMs-Guided Representation Distillation for Efficient Vision-Based Reinforcement Learning CVPR 2025
Vid2Sim: Realistic and Interactive Simulation from Video for Urban Navigation CVPR 2025
Exploration-Driven Generative Interactive Environments CVPR 2025
BeamDojo: Learning Agile Humanoid Locomotion on Sparse Footholds RSS 2025
Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025
Text2World: Benchmarking Large Language Models for Symbolic World Model Generation ACL 2025
Reward-Directed Score-Based Diffusion Models via q-Learning JMLR 2025