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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 Subspace Approximation in a Stream NIPS 2018
Training Deep Models Faster with Robust, Approximate Importance Sampling NIPS 2018
R-SVM+: Robust Learning with Privileged Information IJCAI 2018
Robust Feature Selection on Incomplete Data IJCAI 2018
Hessian-based Analysis of Large Batch Training and Robustness to Adversaries NIPS 2018
Policy-Conditioned Uncertainty Sets for Robust Markov Decision Processes NIPS 2018
Robust Maximization of Non-Submodular Objectives AISTATS 2018
Adversarially Robust Optimization with Gaussian Processes NIPS 2018
Robust Optimization for Non-Convex Objectives NIPS 2017
Soft Margin Support Vector Classification as Buffered Probability Minimization JMLR 2017
Streaming Robust Submodular Maximization: A Partitioned Thresholding Approach NIPS 2017
Robust Advertisement Allocation IJCAI 2017
Joint Capped Norms Minimization for Robust Matrix Recovery IJCAI 2017
DIRTREL: Robust Trajectory Optimization with Ellipsoidal Disturbances and LQR Feedback RSS 2017
Finding Robust Solutions to Stable Marriage IJCAI 2017
Beyond Worst-case: A Probabilistic Analysis of Affine Policies in Dynamic Optimization NIPS 2017
NID-SLAM: Robust Monocular SLAM Using Normalised Information Distance CVPR 2017
DSAC - Differentiable RANSAC for Camera Localization CVPR 2017
ROUTE: Robust Outlier Estimation for Low Rank Matrix Recovery IJCAI 2017
Robust Budget Allocation via Continuous Submodular Functions ICML 2017
Staying Ahead of the Game: Adaptive Robust Optimization for Dynamic Allocation of Threat Screening Resources IJCAI 2017
Safe Policy Improvement by Minimizing Robust Baseline Regret NIPS 2016
Robust Kernel Estimation With Outliers Handling for Image Deblurring CVPR 2016
Robust Trajectory Optimization: A Cooperative Stochastic Game Theoretic Approach RSS 2015
Mixed Robust/Average Submodular Partitioning: Fast Algorithms, Guarantees, and Applications NIPS 2015