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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

Visual Place Recognition via Robust ℓ2-Norm Distance Based Holism and Landmark Integration AAAI 2019
Structured Robust Submodular Maximization: Offline and Online Algorithms AISTATS 2019
Safe Convex Learning under Uncertain Constraints AISTATS 2019
Robust Point Cloud Based Reconstruction of Large-Scale Outdoor Scenes CVPR 2019
Randomized Strategies for Robust Combinatorial Optimization AAAI 2019
Convergence of Adversarial Training in Overparametrized Neural Networks NIPS 2019
Robust exploration in linear quadratic reinforcement learning NIPS 2019
Globally Optimal Learning for Structured Elliptical Losses NIPS 2019
Learning Robust Options by Conditional Value at Risk Optimization NIPS 2019
Learning from Bad Data via Generation NIPS 2019
Exploring the Landscape of Spatial Robustness ICML 2019
Provably Robust Blackbox Optimization for Reinforcement Learning CORL 2019
Sever: A Robust Meta-Algorithm for Stochastic Optimization ICML 2019
Neural-Guided RANSAC: Learning Where to Sample Model Hypotheses ICCV 2019
Distributionally Adversarial Attack AAAI 2019
Scalable Robust Kidney Exchange AAAI 2019
A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI AAAI 2019
Why ReLU Networks Yield High-Confidence Predictions Far Away From the Training Data and How to Mitigate the Problem CVPR 2019
Provable Defenses against Adversarial Examples via the Convex Outer Adversarial Polytope ICML 2018
Integrating Machine Learning and Optimization Methods for Imaging of Patients with Prostate Cancer MLHC 2018
Differentially Private Robust Low-Rank Approximation NIPS 2018
Semi-Oblivious Traffic Engineering: The Road Not Taken NSDI 2018
Wasserstein Distributionally Robust Kalman Filtering NIPS 2018
Scalable Robust Matrix Factorization with Nonconvex Loss NIPS 2018
Scaling provable adversarial defenses NIPS 2018