| Provably Robust Boosted Decision Stumps and Trees against Adversarial Attacks | Jun 8, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Understanding Adversarial Behavior of DNNs by Disentangling Non-Robust and Robust Components in Performance Metric | Jun 6, 2019 | Adversarial Robustness | —Unverified | 0 |
| Image Synthesis with a Single (Robust) Classifier | Jun 6, 2019 | Adversarial RobustnessImage Generation | CodeCode Available | 0 |
| ShieldNets: Defending Against Adversarial Attacks Using Probabilistic Adversarial Robustness | Jun 1, 2019 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Unlabeled Data Improves Adversarial Robustness | May 31, 2019 | Adversarial RobustnessRobust classification | CodeCode Available | 0 |
| Are Labels Required for Improving Adversarial Robustness? | May 31, 2019 | 4kAdversarial Robustness | CodeCode Available | 0 |
| Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness | May 31, 2019 | Adversarial AttackAdversarial Attack Detection | CodeCode Available | 0 |
| Better Generalization with Adaptive Adversarial Training | May 28, 2019 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Robustness Guarantees for Classification with Gaussian Processes | May 28, 2019 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation | May 28, 2019 | Adversarial Robustness | 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 |
| 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 |
| Evaluation Methodology for Attacks Against Confidence Thresholding Models | May 1, 2019 | Adversarial RobustnessBenchmarking | —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 |
| Dropping Pixels for Adversarial Robustness | May 1, 2019 | Adversarial Robustness | —Unverified | 0 |
| Prototypical Examples in Deep Learning: Metrics, Characteristics, and Utility | May 1, 2019 | Adversarial RobustnessDeep Learning | —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 |
| advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch | Feb 20, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Model Compression with Adversarial Robustness: A Unified Optimization Framework | Feb 10, 2019 | Adversarial RobustnessModel Compression | CodeCode Available | 0 |
| 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 |
| On the Effect of Low-Rank Weights on Adversarial Robustness of Neural Networks | Jan 29, 2019 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Examples Are a Natural Consequence of Test Error in Noise | Jan 29, 2019 | Adversarial Robustness | —Unverified | 0 |
| Using Pre-Training Can Improve Model Robustness and Uncertainty | Jan 28, 2019 | Adversarial RobustnessGeneral Classification | CodeCode Available | 0 |
| Improving Adversarial Robustness of Ensembles with Diversity Training | Jan 28, 2019 | Adversarial RobustnessDiversity | —Unverified | 0 |
| 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 |
