Policy Learning

State Proficiency-Based Adaptive Fine-Tuning for Offline-to-Online Reinforcement Learning AAAI 2026 Stochastic Dominance Driven First-Order Policy Optimization for Multi-Objective Reinforcement Learning UAI 2026 Strongly Polynomial Time Complexity of Policy Iteration for $L_∞$ Robust MDPs COLT 2026 T4NMTD: Transition-Centric Reinforcement Learning for Non-Markovian Task Decomposition AAAI 2026 Team TüLK at SemEval-2026 Task 1: Humor Generation with Qwen and Group Relative Policy Optimization SemEval 2026 Test-driven Reinforcement Learning in Continuous Control AAAI 2026 Tight Sample Complexity Bounds for Entropic Best Policy Identification COLT 2026 Training One Model to Master Cross-Level Agentic Actions via Reinforcement Learning CVPR 2026 Turn-PPO: Turn-Level Advantage Estimation with PPO for Improved Multi-Turn RL in Agentic LLMs EACL 2026 UNO! UNified Offline Training Paradigm for Learning Path Recommendation AAAI 2026 Workflow Search Reinforcement Learning over Structured Decompositions L4DC 2026 Write Where It Matters: Policy-Guided Watermarks for 3D Gaussian Splatting CVPR 2026 φ-Update: A Class of Policy Update Methods with Policy Convergence Guarantee ICLR 2025 q-exponential family for policy optimization ICLR 2025 A Case for Validation Buffer in Pessimistic Actor-Critic IJCAI 2025 Accelerating Proximal Policy Optimization Learning Using Task Prediction for Solving Environments with Delayed Rewards L4DC 2025 Accelerating Quantum Reinforcement Learning with a Quantum Natural Policy Gradient Based Approach ICML 2025 ACING: Actor-Critic for Instruction Learning in Black-Box LLMs EMNLP 2025 Action abstractions for amortized sampling ICLR 2025 Action-Constrained Imitation Learning ICML 2025 Action-Free Reasoning for Policy Generalization CoRL 2025 Active Geospatial Search for Efficient Tenant Eviction Outreach AAAI 2025 Active Perception Meets Rule-Guided RL: A Two-Phase Approach for Precise Object Navigation in Complex Environments ICCV 2025 Actor-Critic learning for mean-field control in continuous time JMLR 2025 Actor-Critics Can Achieve Optimal Sample Efficiency ICML 2025