| Adversarial Robustness Guarantees for Classification with Gaussian Processes | May 28, 2019 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| Scaleable input gradient regularization for adversarial robustness | May 27, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Non-Determinism in Neural Networks for Adversarial Robustness | May 26, 2019 | Adversarial Robustness | —Unverified | 0 |
| Rethinking Softmax Cross-Entropy Loss for Adversarial Robustness | May 25, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Power up! Robust Graph Convolutional Network via Graph Powering | May 24, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarially Robust Distillation | May 23, 2019 | Adversarial RobustnessKnowledge Distillation | CodeCode Available | 1 |
| What Do Adversarially Robust Models Look At? | May 19, 2019 | Adversarial RobustnessOpen-Ended Question Answering | CodeCode Available | 0 |
| On Adversarial Robustness of Small vs Large Batch Training | May 17, 2019 | Adversarial Robustness | —Unverified | 0 |
| Analyzing Adversarial Attacks Against Deep Learning for Intrusion Detection in IoT Networks | May 13, 2019 | Adversarial RobustnessIntrusion Detection | —Unverified | 0 |
| On the Connection Between Adversarial Robustness and Saliency Map Interpretability | May 10, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Exploring the Hyperparameter Landscape of Adversarial Robustness | May 9, 2019 | Adversarial RobustnessHyperparameter Optimization | —Unverified | 0 |
| A Comprehensive Analysis on Adversarial Robustness of Spiking Neural Networks | May 7, 2019 | Adversarial Robustness | —Unverified | 0 |
| An Empirical Evaluation of Adversarial Robustness under Transfer Learning | May 7, 2019 | Adversarial RobustnessTransfer Learning | —Unverified | 0 |
| Transfer of Adversarial Robustness Between Perturbation Types | May 3, 2019 | Adversarial Robustness | —Unverified | 0 |
| Dropping Pixels for Adversarial Robustness | May 1, 2019 | Adversarial Robustness | —Unverified | 0 |
| Don't let your Discriminator be fooled | May 1, 2019 | Adversarial Robustness | —Unverified | 0 |
| On Meaning-Preserving Adversarial Perturbations for Sequence-to-Sequence Models | May 1, 2019 | Adversarial RobustnessMachine Translation | —Unverified | 0 |
| Prototypical Examples in Deep Learning: Metrics, Characteristics, and Utility | May 1, 2019 | Adversarial RobustnessDeep Learning | —Unverified | 0 |
| Evaluation Methodology for Attacks Against Confidence Thresholding Models | May 1, 2019 | Adversarial RobustnessBenchmarking | —Unverified | 0 |
| Adversarial Training and Robustness for Multiple Perturbations | Apr 30, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Interpreting Adversarial Examples by Activation Promotion and Suppression | Apr 3, 2019 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Robustness vs Model Compression, or Both? | Mar 29, 2019 | Adversarial Robustnessmodel | CodeCode Available | 0 |
| On the Adversarial Robustness of Multivariate Robust Estimation | Mar 27, 2019 | Adversarial Robustness | —Unverified | 0 |
| Bridging Adversarial Robustness and Gradient Interpretability | Mar 27, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Exploiting Excessive Invariance caused by Norm-Bounded Adversarial Robustness | Mar 25, 2019 | Adversarial Robustness | —Unverified | 0 |
| Improving Adversarial Robustness via Guided Complement Entropy | Mar 23, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| On Evaluation of Adversarial Perturbations for Sequence-to-Sequence Models | Mar 15, 2019 | Adversarial RobustnessMachine Translation | CodeCode Available | 0 |
| On the Effectiveness of Low Frequency Perturbations | Feb 28, 2019 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| On the Sensitivity of Adversarial Robustness to Input Data Distributions | Feb 22, 2019 | Adversarial RobustnessSensitivity | —Unverified | 0 |
| Wasserstein Adversarial Examples via Projected Sinkhorn Iterations | Feb 21, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch | Feb 20, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| On Evaluating Adversarial Robustness | Feb 18, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Model Compression with Adversarial Robustness: A Unified Optimization Framework | Feb 10, 2019 | Adversarial RobustnessModel Compression | CodeCode Available | 0 |
| Certified Adversarial Robustness via Randomized Smoothing | Feb 8, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Discretization based Solutions for Secure Machine Learning against Adversarial Attacks | Feb 8, 2019 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| Robustness Of Saak Transform Against Adversarial Attacks | Feb 7, 2019 | Adversarial RobustnessClassification | —Unverified | 0 |
| Theoretical evidence for adversarial robustness through randomization | Feb 4, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Examples Are a Natural Consequence of Test Error in Noise | Jan 29, 2019 | Adversarial Robustness | —Unverified | 0 |
| On the Effect of Low-Rank Weights on Adversarial Robustness of Neural Networks | Jan 29, 2019 | Adversarial Robustness | —Unverified | 0 |
| Improving Adversarial Robustness of Ensembles with Diversity Training | Jan 28, 2019 | Adversarial RobustnessDiversity | —Unverified | 0 |
| Using Pre-Training Can Improve Model Robustness and Uncertainty | Jan 28, 2019 | Adversarial RobustnessGeneral Classification | CodeCode Available | 0 |
| Improving Adversarial Robustness via Promoting Ensemble Diversity | Jan 25, 2019 | Adversarial RobustnessDiversity | CodeCode Available | 1 |
| Theoretically Principled Trade-off between Robustness and Accuracy | Jan 24, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Adversarial Robustness May Be at Odds With Simplicity | Jan 2, 2019 | Adversarial RobustnessClassification | —Unverified | 0 |
| Increasing the adversarial robustness and explainability of capsule networks with γ-capsules | Dec 23, 2018 | Adversarial RobustnessInductive Bias | CodeCode Available | 0 |
| Feature Denoising for Improving Adversarial Robustness | Dec 9, 2018 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| MMA Training: Direct Input Space Margin Maximization through Adversarial Training | Dec 6, 2018 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Disentangling Adversarial Robustness and Generalization | Dec 3, 2018 | Adversarial Robustness | CodeCode Available | 0 |
| Effects of Loss Functions And Target Representations on Adversarial Robustness | Dec 1, 2018 | Adversarial Robustness | —Unverified | 0 |
| Robustness via curvature regularization, and vice versa | Nov 23, 2018 | Adversarial Robustness | CodeCode Available | 0 |
