Deep RL

A Forget-and-Grow Strategy for Deep Reinforcement Learning Scaling in Continuous Control ICML 2025 A Generalist Hanabi Agent ICLR 2025 Agent-Aware Training for Agent-Agnostic Action Advising in Deep Reinforcement Learning AAAI 2025 AgentCPM-GUI: Building Mobile-Use Agents with Reinforcement Fine-Tuning EMNLP 2025 AgentGym: Evaluating and Training Large Language Model-based Agents across Diverse Environments ACL 2025 AgentThink: A Unified Framework for Tool-Augmented Chain-of-Thought Reasoning in Vision-Language Models for Autonomous Driving EMNLP 2025 A Graph Interaction Framework on Relevance for Multimodal Named Entity Recognition with Multiple Images COLING 2025 AI-Powered Algorithm-Centric Quantum Processor Topology Design AAAI 2025 AIR: Unifying Individual and Collective Exploration in Cooperative Multi-Agent Reinforcement Learning AAAI 2025 A Large Recurrent Action Model: xLSTM enables Fast Inference for Robotics Tasks ICML 2025 All-Optical Nonlinear Diffractive Deep Network for Ultrafast Image Denoising CVPR 2025 A low-cost and lightweight 6 DoF bimanual arm for dynamic and contact-rich manipulation RSS 2025 AlphaQCM: Alpha Discovery in Finance with Distributional Reinforcement Learning ICML 2025 AMO: Adaptive Motion Optimization for Hyper-Dexterous Humanoid Whole-Body Control RSS 2025 A Multi-Region Brain Model to Elucidate the Role of Hippocampus in Spatially Embedded Decision-Making ICML 2025 Analytical Lyapunov Function Discovery: An RL-based Generative Approach ICML 2025 An Efficient Dialogue Policy Agent with Model-Based Causal Reinforcement Learning COLING 2025 An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals ACL 2025 APIRL: Deep Reinforcement Learning for REST API Fuzzing AAAI 2025 Approximated Behavioral Metric-based State Projection for Federated Reinforcement Learning IJCAI 2025 Approximate Equivariance in Reinforcement Learning AISTATS 2025 A Primal-dual Perspective for Distributed TD-learning IJCAI 2025 A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy EMNLP 2025 A Reinforcement Learning Framework for Cross-Lingual Stance Detection Using Chain-of-Thought Alignment ACL 2025 A Single Goal is All You Need: Skills and Exploration Emerge from Contrastive RL without Rewards, Demonstrations, or Subgoals ICLR 2025