Reinforcement Learning

The Ranking Trick: A Simple and Robust Alternative to Score-Based Regression for AutoML AutoML 2025 The Role of Environment Access in Agnostic Reinforcement Learning (Extended Abstract) COLT 2025 The Sample Complexity of Online Strategic Decision Making with Information Asymmetry and Knowledge Transportability ICML 2025 The Synergy of LLMs & RL Unlocks Offline Learning of Generalizable Language-Conditioned Policies with Low-fidelity Data ICML 2025 The Value of Sensory Information to a Robot ICLR 2025 Thinking Out Loud: Do Reasoning Models Know When They’re Right? EMNLP 2025 Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making ICML 2025 Threshold UCT: Cost-Constrained Monte Carlo Tree Search with Pareto Curves AAAI 2025 Through the Valley: Path to Effective Long CoT Training for Small Language Models EMNLP 2025 Tilted Quantile Gradient Updates for Quantile-Constrained Reinforcement Learning AAAI 2025 Time-Aware World Model for Adaptive Prediction and Control ICML 2025 ToddlerBot: Open-Source ML-Compatible Humanoid Platform for Loco-Manipulation CoRL 2025 Token-level Proximal Policy Optimization for Query Generation EMNLP 2025 To Measure or Not: A Cost-Sensitive, Selective Measuring Environment for Agricultural Management Decisions with Reinforcement Learning AAAI 2025 Tool-as-Interface: Learning Robot Policies from Observing Human Tool Use CoRL 2025 Tool Zero: Training Tool-Augmented LLMs via Pure RL from Scratch EMNLP 2025 TOP-ERL: Transformer-based Off-Policy Episodic Reinforcement Learning ICLR 2025 Topic-Guided Reinforcement Learning with LLMs for Enhancing Multi-Document Summarization EMNLP 2025 TopoCut: Learning Multi-Step Cutting with Spectral Rewards and Discrete Diffusion Policies CoRL 2025 Touch2Shape: Touch-Conditioned 3D Diffusion for Shape Exploration and Reconstruction CVPR 2025 Toward Efficient Multi-Agent Exploration With Trajectory Entropy Maximization ICLR 2025 Toward Real-World Cooperative and Competitive Soccer with Quadrupedal Robot Teams CoRL 2025 Towards A Better Initial Policy Model For Scalable Long-CoT Reinforcement Learning ACL 2025 Towards Adaptive Mechanism Activation in Language Agent COLING 2025 Towards Automatic Sampling of User Behaviors for Sequential Recommender Systems IJCAI 2025