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robust optimization

306 papers

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Also known as

RO DYRO

Co-occurring keywords

adversarial training (1261) adversarial robustness (1335) markov decision process (788) adversarial learning (1592) adversarial attack (1599) neural network (6616) reinforcement learning (4122) outlier detection (318) robust markov decision process (29) policy optimization (630)

Papers

Robust and Fully-Dynamic Coreset for Continuous-and-Bounded Learning (With Outliers) Problems NIPS 2021
On Robust Optimal Transport: Computational Complexity and Barycenter Computation NIPS 2021
Robust Optimization for Multilingual Translation with Imbalanced Data NIPS 2021
Fast Algorithms for $L_\infty$-constrained S-rectangular Robust MDPs NIPS 2021
To be Robust or to be Fair: Towards Fairness in Adversarial Training ICML 2021
Robust Policy Synthesis for Uncertain POMDPs via Convex Optimization IJCAI 2020
Reinforcement Learning with Perturbed Rewards AAAI 2020
Financial Thought Experiment: A GAN-based Approach to Vast Robust Portfolio Selection IJCAI 2020
Robust Low-Rank Discovery of Data-Driven Partial Differential Equations AAAI 2020
Pursuit of Low-Rank Models of Time-Varying Matrices Robust to Sparse and Measurement Noise AAAI 2020
Robust Tensor Decomposition via Orientation Invariant Tubal Nuclear Norms AAAI 2020
The Blind Men and the Elephant: Integrated Offline/Online Optimization Under Uncertainty IJCAI 2020
Mixed Strategies for Robust Optimization of Unknown Objectives AISTATS 2020
Bayesian Robust Optimization for Imitation Learning NIPS 2020
Robust Stackelberg buyers in repeated auctions AISTATS 2020
Robust Deep Learning as Optimal Control: Insights and Convergence Guarantees L4DC 2020
Understanding and Mitigating the Tradeoff between Robustness and Accuracy ICML 2020
Robust Market Equilibria with Uncertain Preferences AAAI 2020
Over-parameterized Adversarial Training: An Analysis Overcoming the Curse of Dimensionality NIPS 2020
Robust Optimal Transport with Applications in Generative Modeling and Domain Adaptation NIPS 2020
Robust Optimization for Fairness with Noisy Protected Groups NIPS 2020
Layered Sampling for Robust Optimization Problems ICML 2020
Interpreting Robust Optimization via Adversarial Influence Functions ICML 2020
Stable Regression: On the Power of Optimization over Randomization JMLR 2020
Parameter Optimization for Learning-based Control of Control-Affine Systems L4DC 2020