off-policy learning

A Two-Timescale Primal-Dual Framework for Reinforcement Learning via Online Dual Variable Guidance JMLR 2026 AVATAR: Reinforcement Learning to See, Hear, and Reason Over Video CVPR 2026 Energy Matching based Preference Learning for Diffusion Language Models EACL 2026 From Off-Policy to On-Policy: Enhancing GUI Agents via Bi-level Expert-to-Policy Assimilation ACL 2026 MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis AAAI 2026 Offline Multi-Objective Bandits: From Logged Data to Pareto-Optimal Policies AAAI 2026 Reward Redistribution via Gaussian Process Likelihood Estimation AAAI 2026 TD-M(PC)$^2$: Improving Temporal Difference MPC Through Policy Constraint L4DC 2026 A General Framework for Off-Policy Learning with Partially-Observed Reward ICLR 2025 Asynchronous RLHF: Faster and More Efficient Off-Policy RL for Language Models ICLR 2025 Bayesian Off-Policy Evaluation and Learning for Large Action Spaces AISTATS 2025 Digi-Q: Learning VLM Q-Value Functions for Training Device-Control Agents ICLR 2025 Efficient and Robust Reinforcement Learning from Human Feedback AAAI 2025 Efficient Off-Policy Learning for High-Dimensional Action Spaces ICLR 2025 Log-Sum-Exponential Estimator for Off-Policy Evaluation and Learning ICML 2025 MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization ICLR 2025 Off Policy Lyapunov Stability in Reinforcement Learning CoRL 2025 Off-policy Predictive Control with Causal Sensitivity Analysis UAI 2025 POTEC: Off-Policy Contextual Bandits for Large Action Spaces via Policy Decomposition ICLR 2025 Revisiting a Design Choice in Gradient Temporal Difference Learning ICLR 2025 Safe Learning in the Real World via Adaptive Shielding with Hamilton-Jacobi Reachability L4DC 2025 SEMDICE: Off-policy State Entropy Maximization via Stationary Distribution Correction Estimation ICLR 2025 Simplifying Deep Temporal Difference Learning ICLR 2025 TOP-ERL: Transformer-based Off-Policy Episodic Reinforcement Learning ICLR 2025 Actor Prioritized Experience Replay (Abstract Reprint) AAAI 2024