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Robust Optimization

70 directly classified papers

Papers per year

Papers

On Dynamic Programming Decompositions of Static Risk Measures in Markov Decision Processes NIPS 2023
Max-Min Grouped Bandits AAAI 2022
Sampling-Based Robust Control of Autonomous Systems with Non-Gaussian Noise AAAI 2022
RID-Noise: Towards Robust Inverse Design under Noisy Environments AAAI 2022
Robust Tests in Online Decision-Making AAAI 2022
Regret Bounds for Risk-Sensitive Reinforcement Learning NIPS 2022
Global Convergence of Direct Policy Search for State-Feedback $\mathcal{H}_\infty$ Robust Control: A Revisit of Nonsmooth Synthesis with Goldstein Subdifferential NIPS 2022
Coresets for Wasserstein Distributionally Robust Optimization Problems NIPS 2022
Scalable Distributional Robustness in a Class of Non-Convex Optimization with Guarantees NIPS 2022
Distributed Distributionally Robust Optimization with Non-Convex Objectives NIPS 2022
Learning to Solve Routing Problems via Distributionally Robust Optimization AAAI 2022
Active Learning for Distributionally Robust Level-Set Estimation ICML 2021
Neuron Matching in C. elegans With Robust Approximate Linear Regression Without Correspondence WACV 2021
Sample Complexity of Linear Quadratic Gaussian (LQG) Control for Output Feedback Systems L4DC 2021
Fast Algorithms for $L_\infty$-constrained S-rectangular Robust MDPs NIPS 2021
Correlation Robust Influence Maximization NIPS 2020
Distributionally Robust Parametric Maximum Likelihood Estimation NIPS 2020
Large-Scale Methods for Distributionally Robust Optimization NIPS 2020
Distributionally Robust Local Non-parametric Conditional Estimation NIPS 2020
One Ring to Rule Them All: Certifiably Robust Geometric Perception with Outliers NIPS 2020
Distributionally Robust Policy Evaluation and Learning in Offline Contextual Bandits ICML 2020
Hierarchically Robust Representation Learning CVPR 2020
Distributionally Robust Counterfactual Risk Minimization AAAI 2020
Distributionally Robust Bayesian Quadrature Optimization AISTATS 2020
Learning Robust Options by Conditional Value at Risk Optimization NIPS 2019