| Sorting out Lipschitz function approximation | Nov 13, 2018 | Adversarial RobustnessGeneralization Bounds | CodeCode Available | 0 |
| Theoretical Analysis of Adversarial Learning: A Minimax Approach | Nov 13, 2018 | Adversarial RobustnessGeneral Classification | —Unverified | 0 |
| New CleverHans Feature: Better Adversarial Robustness Evaluations with Attack Bundling | Nov 8, 2018 | Adversarial Robustness | —Unverified | 0 |
| Improving Adversarial Robustness by Encouraging Discriminative Features | Nov 1, 2018 | Adversarial Robustness | —Unverified | 0 |
| On the Effectiveness of Minimal Context Selection for Robust Question Answering | Oct 30, 2018 | Adversarial RobustnessQuestion Answering | —Unverified | 0 |
| Logit Pairing Methods Can Fool Gradient-Based Attacks | Oct 29, 2018 | Adversarial Robustness | CodeCode Available | 0 |
| Towards Robust Deep Neural Networks | Oct 27, 2018 | Adversarial RobustnessComputational chemistry | —Unverified | 0 |
| Improving Document Binarization via Adversarial Noise-Texture Augmentation | Oct 25, 2018 | Adversarial RobustnessBinarization | CodeCode Available | 0 |
| Evading classifiers in discrete domains with provable optimality guarantees | Oct 25, 2018 | Adversarial RobustnessSpam detection | CodeCode Available | 0 |
| Sparse DNNs with Improved Adversarial Robustness | Oct 23, 2018 | Adversarial RobustnessGeneral Classification | —Unverified | 0 |
| Average Margin Regularization for Classifiers | Oct 9, 2018 | Adversarial Robustness | —Unverified | 0 |
| Generalized No Free Lunch Theorem for Adversarial Robustness | Oct 8, 2018 | Adversarial Robustness | —Unverified | 0 |
| Feature Prioritization and Regularization Improve Standard Accuracy and Adversarial Robustness | Oct 4, 2018 | Adversarial RobustnessDenoising | —Unverified | 0 |
| Improved robustness to adversarial examples using Lipschitz regularization of the loss | Oct 1, 2018 | Adversarial Robustness | CodeCode Available | 0 |
| Knowledge-guided Semantic Computing Network | Sep 29, 2018 | Adversarial RobustnessObject Recognition | —Unverified | 0 |
| Interpreting Adversarial Robustness: A View from Decision Surface in Input Space | Sep 29, 2018 | Adversarial Robustness | —Unverified | 0 |
| CAAD 2018: Generating Transferable Adversarial Examples | Sep 29, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Distilled Agent DQN for Provable Adversarial Robustness | Sep 27, 2018 | Adversarial Robustnessreinforcement-learning | —Unverified | 0 |
| Certified Adversarial Robustness with Additive Noise | Sep 10, 2018 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Training for Faster Adversarial Robustness Verification via Inducing ReLU Stability | Sep 9, 2018 | Adversarial Robustness | CodeCode Available | 0 |
| Lipschitz regularized Deep Neural Networks generalize and are adversarially robust | Aug 28, 2018 | Adversarial Robustness | —Unverified | 0 |
| Implicit Generative Modeling of Random Noise during Training for Adversarial Robustness | Jul 5, 2018 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness Toolbox v1.0.0 | Jul 3, 2018 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 3 |
| An Explainable Adversarial Robustness Metric for Deep Learning Neural Networks | Jun 5, 2018 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| AutoZOOM: Autoencoder-based Zeroth Order Optimization Method for Attacking Black-box Neural Networks | May 30, 2018 | Adversarial Robustness | CodeCode Available | 0 |
| Robustness May Be at Odds with Accuracy | May 30, 2018 | Adversarial Robustness | CodeCode Available | 1 |
| GenAttack: Practical Black-box Attacks with Gradient-Free Optimization | May 28, 2018 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Towards the first adversarially robust neural network model on MNIST | May 23, 2018 | Adversarial RobustnessBinarization | CodeCode Available | 0 |
| Deep Defense: Training DNNs with Improved Adversarial Robustness | Feb 23, 2018 | Adversarial Robustness | CodeCode Available | 0 |
| Are Generative Classifiers More Robust to Adversarial Attacks? | Feb 19, 2018 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Adversarial Risk and the Dangers of Evaluating Against Weak Attacks | Feb 15, 2018 | Adversarial Robustness | —Unverified | 0 |
| A3T: Adversarially Augmented Adversarial Training | Jan 12, 2018 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| Generating Adversarial Examples with Adversarial Networks | Jan 8, 2018 | Adversarial Robustness | CodeCode Available | 0 |
| Facial Attributes: Accuracy and Adversarial Robustness | Jan 4, 2018 | Adversarial RobustnessAttribute | —Unverified | 0 |
| Exploring the Landscape of Spatial Robustness | Dec 7, 2017 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Layer-wise Learning of Stochastic Neural Networks with Information Bottleneck | Dec 4, 2017 | Adversarial Robustness | —Unverified | 0 |
| Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients | Nov 26, 2017 | Adversarial Robustness | CodeCode Available | 0 |
| Reinforcing Adversarial Robustness using Model Confidence Induced by Adversarial Training | Nov 21, 2017 | Adversarial Robustness | —Unverified | 0 |
| Intriguing Properties of Adversarial Examples | Nov 8, 2017 | Adversarial RobustnessNeural Architecture Search | —Unverified | 0 |
| DeepSafe: A Data-driven Approach for Checking Adversarial Robustness in Neural Networks | Oct 2, 2017 | Adversarial RobustnessClustering | —Unverified | 0 |
| EAD: Elastic-Net Attacks to Deep Neural Networks via Adversarial Examples | Sep 13, 2017 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Towards Proving the Adversarial Robustness of Deep Neural Networks | Sep 8, 2017 | Adversarial RobustnessAutonomous Vehicles | —Unverified | 0 |
| Adversarial Robustness: Softmax versus Openmax | Aug 5, 2017 | Adversarial RobustnessOpen Set Learning | —Unverified | 0 |
| Towards Deep Learning Models Resistant to Adversarial Attacks | Jun 19, 2017 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| A Closer Look at Memorization in Deep Networks | Jun 16, 2017 | Adversarial RobustnessMemorization | CodeCode Available | 0 |
| LOTS about Attacking Deep Features | Nov 18, 2016 | Adversarial Robustness | —Unverified | 0 |
