ambiguity set

Distributionally Robust Regret Optimal Control Under Moment-Based Ambiguity Sets L4DC 2026 Decision Making under the Exponential Family: Distributionally Robust Optimisation with Bayesian Ambiguity Sets ICML 2025 Designing Ambiguity Sets for Distributionally Robust Optimization Using Structural Causal Optimal Transport AAAI 2025 Distributionally and Adversarially Robust Logistic Regression via Intersecting Wasserstein Balls UAI 2025 FDR-SVM: A Federated Distributionally Robust Support Vector Machine via a Mixture of Wasserstein Balls Ambiguity Set UAI 2025 Online MDP with Prototypes Information: A Robust Adaptive Approach AAAI 2025 Statistical Learning of Distributionally Robust Stochastic Control in Continuous State Spaces AISTATS 2025 Data-driven strategy synthesis for stochastic systems with unknown nonlinear disturbances L4DC 2024 Differentiable Distributionally Robust Optimization Layers ICML 2024 Learning from Noisy Labels via Conditional Distributionally Robust Optimization NeurIPS 2024 Outlier-Robust Distributionally Robust Optimization via Unbalanced Optimal Transport NeurIPS 2024 Group Distributionally Robust Reinforcement Learning with Hierarchical Latent Variables AISTATS 2023 Robust Satisficing MDPs ICML 2023 Distributed Distributionally Robust Optimization with Non-Convex Objectives NeurIPS 2022 Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization NeurIPS 2022 Robust φ-Divergence MDPs NeurIPS 2022 Robust expected information gain for optimal Bayesian experimental design using ambiguity sets UAI 2022 First-Order Methods for Wasserstein Distributionally Robust MDP ICML 2021 Optimizing Percentile Criterion using Robust MDPs AISTATS 2021 Partial Policy Iteration for L1-Robust Markov Decision Processes JMLR 2021 Financial Thought Experiment: A GAN-based Approach to Vast Robust Portfolio Selection IJCAI 2020 Beyond Confidence Regions: Tight Bayesian Ambiguity Sets for Robust MDPs NeurIPS 2019 Calculating Optimistic Likelihoods Using (Geodesically) Convex Optimization NeurIPS 2019 Robust Online Matching with User Arrival Distribution Drift AAAI 2019 Fast Bellman Updates for Robust MDPs ICML 2018