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Robust Optimization

70 papers

Papers per year

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Papers

Learning Robust Options by Conditional Value at Risk Optimization NIPS 2019
Outlier-Robust High-Dimensional Sparse Estimation via Iterative Filtering NIPS 2019
Optimistic Distributionally Robust Optimization for Nonparametric Likelihood Approximation NIPS 2019
Multivariate Distributionally Robust Convex Regression under Absolute Error Loss NIPS 2019
Scalable Robust Kidney Exchange AAAI 2019
Randomized Strategies for Robust Combinatorial Optimization AAAI 2019
Robust Point Cloud Based Reconstruction of Large-Scale Outdoor Scenes CVPR 2019
Wasserstein Distributionally Robust Kalman Filtering NIPS 2018
Policy-Conditioned Uncertainty Sets for Robust Markov Decision Processes NIPS 2018
Differentially Private Robust Low-Rank Approximation NIPS 2018
Five-Point Fundamental Matrix Estimation for Uncalibrated Cameras CVPR 2018
Beyond Worst-case: A Probabilistic Analysis of Affine Policies in Dynamic Optimization NIPS 2017
Robust Optimization for Non-Convex Objectives NIPS 2017
Consistent Robust Regression NIPS 2017
Robust Trajectory Optimization Under Frictional Contact with Iterative Learning RSS 2015
Data-driven Distributionally Robust Polynomial Optimization NIPS 2013
Regret based Robust Solutions for Uncertain Markov Decision Processes NIPS 2013
Robust Data-Driven Dynamic Programming NIPS 2013
Tractable Objectives for Robust Policy Optimization NIPS 2012
Distributionally Robust Markov Decision Processes NIPS 2010