robust optimization

Robust exploration in linear quadratic reinforcement learning NeurIPS 2019 Robust Graph Embedding with Noisy Link Weights AISTATS 2019 Robust Influence Maximization for Hyperparametric Models ICML 2019 Robust Learning from Noisy Side-information by Semidefinite Programming IJCAI 2019 Robust Metric Learning on Grassmann Manifolds with Generalization Guarantees AAAI 2019 Robust Multi-agent Counterfactual Prediction NeurIPS 2019 Robust Optimization over Multiple Domains AAAI 2019 Robust Point Cloud Based Reconstruction of Large-Scale Outdoor Scenes CVPR 2019 Safe Convex Learning under Uncertain Constraints AISTATS 2019 Scalable Robust Kidney Exchange AAAI 2019 Sever: A Robust Meta-Algorithm for Stochastic Optimization ICML 2019 Structured Robust Submodular Maximization: Offline and Online Algorithms AISTATS 2019 Towards a Fault-Tolerant Speaker Verification System: A Regularization Approach to Reduce the Condition Number Interspeech 2019 Visual Place Recognition via Robust ℓ2-Norm Distance Based Holism and Landmark Integration AAAI 2019 Why ReLU Networks Yield High-Confidence Predictions Far Away From the Training Data and How to Mitigate the Problem CVPR 2019 Adversarially Robust Optimization with Gaussian Processes NeurIPS 2018 Differentially Private Robust Low-Rank Approximation NeurIPS 2018 Hessian-based Analysis of Large Batch Training and Robustness to Adversaries NeurIPS 2018 Integrating Machine Learning and Optimization Methods for Imaging of Patients with Prostate Cancer MLHC 2018 Policy-Conditioned Uncertainty Sets for Robust Markov Decision Processes NeurIPS 2018 Provable Defenses against Adversarial Examples via the Convex Outer Adversarial Polytope ICML 2018 Robust Feature Selection on Incomplete Data IJCAI 2018 Robust Maximization of Non-Submodular Objectives AISTATS 2018 Robust Subspace Approximation in a Stream NeurIPS 2018 R-SVM+: Robust Learning with Privileged Information IJCAI 2018