Policy Learning

Adaptive Exploration for Multi-Reward Multi-Policy Evaluation ICML 2025 Adaptive Human-Robot Collaboration using Type-Based IRL UAI 2025 A Deployed Online Reinforcement Learning Algorithm in an Oral Health Clinical Trial AAAI 2025 Adversarial Policy Optimization for Offline Preference-based Reinforcement Learning ICLR 2025 A General Framework for Off-Policy Learning with Partially-Observed Reward ICLR 2025 Agent-Centric Actor-Critic for Asynchronous Multi-Agent Reinforcement Learning ICML 2025 AirExo-2: Scaling up Generalizable Robotic Imitation Learning with Low-Cost Exoskeletons CoRL 2025 Alleviating Shifted Distribution in Human Preference Alignment through Meta-Learning AAAI 2025 AlphaPO: Reward Shape Matters for LLM Alignment ICML 2025 Ambiguity Awareness Optimization: Towards Semantic Disambiguation for Direct Preference Optimization EMNLP 2025 A Model of Place Field Reorganization During Reward Maximization ICML 2025 A Physics-Informed Machine Learning Framework for Safe and Optimal Control of Autonomous Systems ICML 2025 A Policy-Gradient Approach to Solving Imperfect-Information Games with Best-Iterate Convergence ICLR 2025 Approximated Variational Bayesian Inverse Reinforcement Learning for Large Language Model Alignment AAAI 2025 A Safe Exploration Approach to Constrained Markov Decision Processes AISTATS 2025 A Sharper Global Convergence Analysis for Average Reward Reinforcement Learning via an Actor-Critic Approach ICML 2025 A Single Goal is All You Need: Skills and Exploration Emerge from Contrastive RL without Rewards, Demonstrations, or Subgoals ICLR 2025 ASP-Driven Emergency Planning for Norm Violations in Reinforcement Learning AAAI 2025 Assembloid Agency: Unreal Engine API for brain-on-a-chip platforms NeurIPS 2025 Asynchronous Federated Reinforcement Learning with Policy Gradient Updates: Algorithm Design and Convergence Analysis ICLR 2025 ATK: Automatic Task-driven Keypoint Selection for Robust Policy Learning CoRL 2025 Augmented Lagrangian Risk-constrained Reinforcement Learning for Portfolio Optimization (Student Abstract) AAAI 2025 Automated Proof of Polynomial Inequalities via Reinforcement Learning CVPR 2025 Auto-Weighted Group Relative Preference Optimization for Multi-Objective Text Generation Tasks EMNLP 2025 Avoiding Catastrophe in Online Learning by Asking for Help ICML 2025