Robust Optimization

Minimax Optimal and Computationally Efficient Algorithms for Distributionally Robust Offline Reinforcement Learning NeurIPS 2024 Near-Optimal Distributionally Robust Reinforcement Learning with General L_p Norms NeurIPS 2024 Outlier-Robust Distributionally Robust Optimization via Unbalanced Optimal Transport NeurIPS 2024 Solving Non-rectangular Reward-Robust MDPs via Frequency Regularization AAAI 2024 Time-Constrained Robust MDPs NeurIPS 2024 Weight for Robustness: A Comprehensive Approach towards Optimal Fault-Tolerant Asynchronous ML NeurIPS 2024 Covariate-Shift Generalization via Random Sample Weighting AAAI 2023 Fast Bellman Updates for Wasserstein Distributionally Robust MDPs NeurIPS 2023 On Dynamic Programming Decompositions of Static Risk Measures in Markov Decision Processes NeurIPS 2023 Probabilities Are Not Enough: Formal Controller Synthesis for Stochastic Dynamical Models with Epistemic Uncertainty AAAI 2023 Tighter Robust Upper Bounds for Options via No-Regret Learning AAAI 2023 Wasserstein distributional robustness of neural networks NeurIPS 2023 Coresets for Wasserstein Distributionally Robust Optimization Problems NeurIPS 2022 Distributed Distributionally Robust Optimization with Non-Convex Objectives NeurIPS 2022 Global Convergence of Direct Policy Search for State-Feedback H_∞ Robust Control: A Revisit of Nonsmooth Synthesis with Goldstein Subdifferential NeurIPS 2022 Learning to Solve Routing Problems via Distributionally Robust Optimization AAAI 2022 Max-Min Grouped Bandits AAAI 2022 Regret Bounds for Risk-Sensitive Reinforcement Learning NeurIPS 2022 RID-Noise: Towards Robust Inverse Design under Noisy Environments AAAI 2022 Robust Tests in Online Decision-Making AAAI 2022 Sampling-Based Robust Control of Autonomous Systems with Non-Gaussian Noise AAAI 2022 Scalable Distributional Robustness in a Class of Non-Convex Optimization with Guarantees NeurIPS 2022 Active Learning for Distributionally Robust Level-Set Estimation ICML 2021 Fast Algorithms for L_∞-constrained S-rectangular Robust MDPs NeurIPS 2021 Neuron Matching in C. elegans With Robust Approximate Linear Regression Without Correspondence WACV 2021