Policy Learning

Data-driven Acceleration of MPC with Guarantees L4DC 2026 Learning Who to Treat When Treatment is Missing UAI 2026 Policy Optimization for Unknown Systems using Differentiable MPC L4DC 2026 Proximity-Based Multi-Turn Optimization: Practical Credit Assignment for LLM Agent Training ACL 2026 BTBS-LNS: Binarized-Tightening, Branch and Search on Learning LNS Policies for MIP ICLR 2025 Decision-Point Guided Safe Policy Improvement AISTATS 2025 DrFrattn: Directly Learn Adaptive Policy from Attention for Simultaneous Machine Translation EMNLP 2025 Optimal Strong Regret and Violation in Constrained MDPs via Policy Optimization ICLR 2025 Policy Design in Long-run Welfare Dynamics ICLR 2025 A2PO: Towards Effective Offline Reinforcement Learning from an Advantage-aware Perspective NeurIPS 2024 Soft Robust MDPs and Risk-Sensitive MDPs: Equivalence, Policy Gradient, and Sample Complexity ICLR 2024 The Ladder in Chaos: Improving Policy Learning by Harnessing the Parameter Evolving Path in A Low-dimensional Space NeurIPS 2024 Confidence-Conditioned Value Functions for Offline Reinforcement Learning ICLR 2023 Learning Optimal Policy for Simultaneous Machine Translation via Binary Search ACL 2023 Policy Regularization with Dataset Constraint for Offline Reinforcement Learning ICML 2023 ReDS: Offline RL With Heteroskedastic Datasets via Support Constraints NeurIPS 2023 Soft Action Priors: Towards Robust Policy Transfer AAAI 2023 Explicable Policy Search NeurIPS 2022 Inverse Online Learning: Understanding Non-Stationary and Reactionary Policies ICLR 2022 Learning to Constrain Policy Optimization with Virtual Trust Region NeurIPS 2022 POETREE: Interpretable Policy Learning with Adaptive Decision Trees ICLR 2022 Policy Search by Target Distribution Learning for Continuous Control AAAI 2020 V-MPO: On-Policy Maximum a Posteriori Policy Optimization for Discrete and Continuous Control ICLR 2020 Off-Policy Evaluation and Learning from Logged Bandit Feedback: Error Reduction via Surrogate Policy ICLR 2019 Balanced Policy Evaluation and Learning NeurIPS 2018