| Towards A Unified Min-Max Framework for Adversarial Exploration and Robustness | Sep 25, 2019 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Scalable Neural Learning for Verifiable Consistency with Temporal Specifications | Sep 25, 2019 | Adversarial RobustnessLanguage Modeling | —Unverified | 0 |
| Invariance vs Robustness of Neural Networks | Sep 25, 2019 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Mixup Inference: Better Exploiting Mixup to Defend Adversarial Attacks | Sep 25, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Sign-OPT: A Query-Efficient Hard-label Adversarial Attack | Sep 24, 2019 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Absum: Simple Regularization Method for Reducing Structural Sensitivity of Convolutional Neural Networks | Sep 19, 2019 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Training Robust Deep Neural Networks via Adversarial Noise Propagation | Sep 19, 2019 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Interpreting and Improving Adversarial Robustness of Deep Neural Networks with Neuron Sensitivity | Sep 16, 2019 | Adversarial RobustnessDecision Making | —Unverified | 0 |
| An Empirical Study towards Characterizing Deep Learning Development and Deployment across Different Frameworks and Platforms | Sep 15, 2019 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Towards Model-Agnostic Adversarial Defenses using Adversarially Trained Autoencoders | Sep 12, 2019 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Feedback Learning for Improving the Robustness of Neural Networks | Sep 12, 2019 | Adversarial Robustness | —Unverified | 0 |
| Neural Belief Reasoner | Sep 10, 2019 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Robustness Against the Union of Multiple Perturbation Models | Sep 9, 2019 | Adversarial Robustness | CodeCode Available | 1 |
| Are Adversarial Robustness and Common Perturbation Robustness Independent Attributes ? | Sep 4, 2019 | Adversarial Robustness | —Unverified | 0 |
| Metric Learning for Adversarial Robustness | Sep 3, 2019 | Adversarial RobustnessMetric Learning | CodeCode Available | 0 |
| Adversarial Robustness of Similarity-Based Link Prediction | Sep 3, 2019 | Adversarial RobustnessLink Prediction | —Unverified | 0 |
| Improving Adversarial Robustness via Attention and Adversarial Logit Pairing | Aug 23, 2019 | Adversarial Robustness | —Unverified | 0 |
| Testing Robustness Against Unforeseen Adversaries | Aug 21, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Protecting Neural Networks with Hierarchical Random Switching: Towards Better Robustness-Accuracy Trade-off for Stochastic Defenses | Aug 20, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| On the Adversarial Robustness of Subspace Learning | Aug 17, 2019 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Neural Pruning with Latent Vulnerability Suppression | Aug 12, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| On the Adversarial Robustness of Neural Networks without Weight Transport | Aug 9, 2019 | Adversarial Robustness | —Unverified | 0 |
| Improved Adversarial Robustness by Reducing Open Space Risk via Tent Activations | Aug 7, 2019 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| Adversarial Robustness Curves | Jul 31, 2019 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Test on Learnable Image Encryption | Jul 31, 2019 | Adversarial RobustnessPrivacy Preserving | —Unverified | 0 |
| Understanding Adversarial Robustness: The Trade-off between Minimum and Average Margin | Jul 26, 2019 | Adversarial Robustness | —Unverified | 0 |
| Understanding Adversarial Robustness Through Loss Landscape Geometries | Jul 22, 2019 | Adversarial RobustnessData Augmentation | —Unverified | 0 |
| Robustness properties of Facebook's ResNeXt WSL models | Jul 17, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness through Local Linearization | Jul 4, 2019 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Adversarial Robustness via Label-Smoothing | Jun 27, 2019 | Adversarial Robustness | —Unverified | 0 |
| The Attack Generator: A Systematic Approach Towards Constructing Adversarial Attacks | Jun 17, 2019 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Interpolated Adversarial Training: Achieving Robust Neural Networks without Sacrificing Too Much Accuracy | Jun 16, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness Assessment: Why both L_0 and L_ Attacks Are Necessary | Jun 14, 2019 | Adversarial Robustnessimage-classification | CodeCode Available | 0 |
| Towards Compact and Robust Deep Neural Networks | Jun 14, 2019 | Adversarial RobustnessNetwork Pruning | —Unverified | 0 |
| Tight Certificates of Adversarial Robustness for Randomly Smoothed Classifiers | Jun 12, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Topology Attack and Defense for Graph Neural Networks: An Optimization Perspective | Jun 10, 2019 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| Intriguing properties of adversarial training at scale | Jun 10, 2019 | Adversarial Robustness | —Unverified | 0 |
| Improved Adversarial Robustness via Logit Regularization Methods | Jun 10, 2019 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Adversarial Attack Generation Empowered by Min-Max Optimization | Jun 9, 2019 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Provably Robust Boosted Decision Stumps and Trees against Adversarial Attacks | Jun 8, 2019 | Adversarial Robustness | CodeCode Available | 0 |
| Image Synthesis with a Single (Robust) Classifier | Jun 6, 2019 | Adversarial RobustnessImage Generation | 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 |
| MNIST-C: A Robustness Benchmark for Computer Vision | Jun 5, 2019 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Adversarial Robustness as a Prior for Learned Representations | Jun 3, 2019 | Adversarial Robustness | CodeCode Available | 1 |
| 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 |
| ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation | May 28, 2019 | Adversarial Robustness | CodeCode Available | 0 |
