uncertainty set

Robust Transfer Learning With Side Information UAI 2026 Strongly Polynomial Time Complexity of Policy Iteration for $L_∞$ Robust MDPs COLT 2026 Which Directions Matter? Sparse Design for Affine Robust Optimization UAI 2026 A Deep Generative Learning Approach for Two-stage Adaptive Robust Optimization ICLR 2025 An Effective Manifold-based Optimization Method for Distributionally Robust Classification ICLR 2025 Breaking the Curse of Multiagency in Robust Multi-Agent Reinforcement Learning ICML 2025 Solving Robust Markov Decision Processes: Generic, Reliable, Efficient AAAI 2025 Stable Fair Graph Representation Learning with Lipschitz Constraint ICML 2025 Structure-informed Risk Minimization for Robust Ensemble Learning ICML 2025 Conformal Inverse Optimization NeurIPS 2024 Distributionally Robust Off-Dynamics Reinforcement Learning: Provable Efficiency with Linear Function Approximation AISTATS 2024 Distributionally Robust Quickest Change Detection using Wasserstein Uncertainty Sets AISTATS 2024 Language Models with Conformal Factuality Guarantees ICML 2024 Learning the Uncertainty Sets of Linear Control Systems via Set Membership: A Non-asymptotic Analysis ICML 2024 Model-Free Robust Reinforcement Learning with Sample Complexity Analysis UAI 2024 Near-Optimal Distributionally Robust Reinforcement Learning with General L_p Norms NeurIPS 2024 Non-Exchangeable Conformal Risk Control ICLR 2024 One-Shot Strategic Classification Under Unknown Costs ICML 2024 Towards Minimax Optimality of Model-based Robust Reinforcement Learning UAI 2024 Adaptive Conformal Prediction for Motion Planning among Dynamic Agents L4DC 2023 Improved Sample Complexity Bounds for Distributionally Robust Reinforcement Learning AISTATS 2023 Model-Free Robust Average-Reward Reinforcement Learning ICML 2023 Moderately Distributional Exploration for Domain Generalization ICML 2023 Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation NeurIPS 2023 Robust Reinforcement Learning in Continuous Control Tasks with Uncertainty Set Regularization CoRL 2023