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Deep RL

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RL + Transformer = A General-Purpose Problem Solver ACL 2025
Stabilizing and Accelerating Autofocus with Expert Trajectory Regularized Deep Reinforcement Learning CVPR 2025
Vid2Sim: Realistic and Interactive Simulation from Video for Urban Navigation CVPR 2025
NavQ: Learning a Q-Model for Foresighted Vision-and-Language Navigation ICCV 2025
IGL-Nav: Incremental 3D Gaussian Localization for Image-goal Navigation ICCV 2025
Table-R1: Inference-Time Scaling for Table Reasoning Tasks EMNLP 2025
ReviewRL: Towards Automated Scientific Review with RL EMNLP 2025
Diffusion Guided Adaptive Augmentation for Generalization in Visual Reinforcement Learning ICCV 2025
Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents EMNLP 2025
Enhancing RLHF with Human Gaze Modeling EMNLP 2025
Steering LLM Reasoning Through Bias-Only Adaptation EMNLP 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
GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language Models EMNLP 2025
ULTHO: Ultra-Lightweight yet Efficient Hyperparameter Optimization in Deep Reinforcement Learning ICCV 2025
Identification of Multiple Logical Interpretations in Counter-Arguments EMNLP 2025
Let’s Reason Formally: Natural-Formal Hybrid Reasoning Enhances LLM’s Math Capability EMNLP 2025
NL2Lean: Translating Natural Language into Lean 4 through Multi-Aspect Reinforcement Learning EMNLP 2025
GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization ACL 2025
Optimal Viewpoint Selection for Autonomous Photography Using Reinforcement Learning AAAI 2025
CodeTool: Enhancing Programmatic Tool Invocation of LLMs via Process Supervision ACL 2025
Active Geospatial Search for Efficient Tenant Eviction Outreach AAAI 2025
A Case for Validation Buffer in Pessimistic Actor-Critic IJCAI 2025
Towards Robust, Efficient, and Practical Decision-Making: From Reward-Maximizing Deep Reinforcement Learning to Reward-Matching GFlowNets AAAI 2025
Dialogue Systems for Emotional Support via Value Reinforcement ACL 2025