Robust Optimization

Doubly Debiased Robust Subsampling for Transfer Learning JMLR 2026 Dynamic Regret in Outlier-Oblivious Online Optimization using Nonconvex Robust Losses UAI 2026 Efficient Q-Learning and Actor–Critic Methods for Robust Average-Reward Reinforcement Learning. UAI 2026 On efficient robust regression with subquadratic samples COLT 2026 Robust and Computationally Efficient Linear Contextual Bandits under Adversarial Corruption and Heavy-Tailed Noise UAI 2026 Robust Decision-Focused Learning via Worst-Case Regret Minimization UAI 2026 Robust Transfer Learning With Side Information UAI 2026 skwdro: a library for Wasserstein distributionally robust machine learning JMLR 2026 Smoothed Online Optimization for Target Tracking: Robust and Learning-Augmented Algorithms ALT 2026 Structured Credal Learning UAI 2026 Which Directions Matter? Sparse Design for Affine Robust Optimization UAI 2026 Bridging Distributionally Robust Learning and Offline RL: An Approach to Mitigate Distribution Shift and Partial Data Coverage L4DC 2025 Data-dependent Algorithmic Robustness Analysis of Pairwise Learning ACML 2025 Distributionally and Adversarially Robust Logistic Regression via Intersecting Wasserstein Balls UAI 2025 Distributionally Robust Policy Evaluation and Learning for Continuous Treatment with Observational Data AAAI 2025 Efficient Duple Perturbation Robustness in Low-rank MDPs L4DC 2025 Efficient Optimization Algorithms for Linear Adversarial Training AISTATS 2025 FDR-SVM: A Federated Distributionally Robust Support Vector Machine via a Mixture of Wasserstein Balls Ambiguity Set UAI 2025 Mixed-Feature Logistic Regression Robust to Distribution Shifts AISTATS 2025 MixMax: Distributional Robustness in Function Space via Optimal Data Mixtures ICLR 2025 Model-Free Offline Reinforcement Learning with Enhanced Robustness ICLR 2025 Revisiting Large-Scale Non-convex Distributionally Robust Optimization ICLR 2025 Robust Control of Uncertain Switched Affine Systems via Scenario Optimization L4DC 2025 Robust Gradient Descent for Phase Retrieval AISTATS 2025 Robustness Auditing for Linear Regression: To Singularity and Beyond ICLR 2025