adversarial robustness

Learning from brains how to regularize machines NeurIPS 2019 Learning Robust Global Representations by Penalizing Local Predictive Power NeurIPS 2019 Lower Bounds on Adversarial Robustness from Optimal Transport NeurIPS 2019 Manifold Mixup: Better Representations by Interpolating Hidden States ICML 2019 ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation ICML 2019 Metric Learning for Adversarial Robustness NeurIPS 2019 Model Compression with Adversarial Robustness: A Unified Optimization Framework NeurIPS 2019 On Certifying Non-Uniform Bounds against Adversarial Attacks ICML 2019 On Evaluation of Adversarial Perturbations for Sequence-to-Sequence Models NAACL 2019 On the Connection Between Adversarial Robustness and Saliency Map Interpretability ICML 2019 On the Convergence and Robustness of Adversarial Training ICML 2019 On the Sensitivity of Adversarial Robustness to Input Data Distributions ICLR 2019 Outlier-robust estimation of a sparse linear model using ℓ_1-penalized Huber's M-estimator NeurIPS 2019 Pay Attention! - Robustifying a Deep Visuomotor Policy Through Task-Focused Visual Attention CVPR 2019 Preventing Gradient Attenuation in Lipschitz Constrained Convolutional Networks NeurIPS 2019 Privacy-Preserving Obfuscation of Critical Infrastructure Networks IJCAI 2019 Protecting Neural Networks with Hierarchical Random Switching: Towards Better Robustness-Accuracy Trade-off for Stochastic Defenses IJCAI 2019 Provable Certificates for Adversarial Examples: Fitting a Ball in the Union of Polytopes NeurIPS 2019 Provable Robustness of ReLU networks via Maximization of Linear Regions AISTATS 2019 Provably robust boosted decision stumps and trees against adversarial attacks NeurIPS 2019 Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers NeurIPS 2019 PROVEN: Verifying Robustness of Neural Networks with a Probabilistic Approach ICML 2019 QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization EMNLP 2019 Rademacher Complexity for Adversarially Robust Generalization ICML 2019 RecurJac: An Efficient Recursive Algorithm for Bounding Jacobian Matrix of Neural Networks and Its Applications AAAI 2019