| Efficient Exact Verification of Binarized Neural Networks | May 7, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Measuring Adversarial Robustness using a Voronoi-Epsilon Adversary | May 6, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Enhancing Intrinsic Adversarial Robustness via Feature Pyramid Decoder | May 6, 2020 | Adversarial RobustnessDecoder | CodeCode Available | 1 |
| Do Gradient-based Explanations Tell Anything About Adversarial Robustness to Android Malware? | May 4, 2020 | Adversarial RobustnessAndroid Malware Detection | —Unverified | 0 |
| Biologically inspired sleep algorithm for increased generalization and adversarial robustness in deep neural networks | May 1, 2020 | Adversarial RobustnessGeneral Classification | —Unverified | 0 |
| Improving Adversarial Robustness Requires Revisiting Misclassified Examples | May 1, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness | Apr 30, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Learning Guarantees for Linear Hypotheses and Neural Networks | Apr 28, 2020 | Adversarial Robustness | —Unverified | 0 |
| Improving the Interpretability of fMRI Decoding using Deep Neural Networks and Adversarial Robustness | Apr 23, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| QUANOS- Adversarial Noise Sensitivity Driven Hybrid Quantization of Neural Networks | Apr 22, 2020 | Adversarial RobustnessQuantization | —Unverified | 0 |
| How to compare adversarial robustness of classifiers from a global perspective | Apr 22, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 0 |
| Certifying Joint Adversarial Robustness for Model Ensembles | Apr 21, 2020 | Adversarial Robustnessmodel | CodeCode Available | 0 |
| Adversarial Attack on Deep Learning-Based Splice Localization | Apr 17, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness Guarantees for Random Deep Neural Networks | Apr 13, 2020 | Adversarial RobustnessGaussian Processes | CodeCode Available | 0 |
| Adversarially Robust Streaming Algorithms via Differential Privacy | Apr 13, 2020 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Weight Perturbation Helps Robust Generalization | Apr 13, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Certifiable Robustness to Adversarial State Uncertainty in Deep Reinforcement Learning | Apr 11, 2020 | Adversarial RobustnessCollision Avoidance | —Unverified | 0 |
| Approximate Manifold Defense Against Multiple Adversarial Perturbations | Apr 5, 2020 | Adversarial Robustnessimage-classification | CodeCode Available | 0 |
| SOAR: Second-Order Adversarial Regularization | Apr 4, 2020 | Adversarial Robustness | —Unverified | 0 |
| Towards Achieving Adversarial Robustness by Enforcing Feature Consistency Across Bit Planes | Apr 1, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Towards Deep Learning Models Resistant to Large Perturbations | Mar 30, 2020 | Adversarial RobustnessDeep Learning | CodeCode Available | 0 |
| Improving out-of-distribution generalization via multi-task self-supervised pretraining | Mar 30, 2020 | Adversarial RobustnessDomain Generalization | —Unverified | 0 |
| Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning | Mar 28, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Challenging the adversarial robustness of DNNs based on error-correcting output codes | Mar 26, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Defense Through Diverse Directions | Mar 24, 2020 | Adversarial Robustness | —Unverified | 0 |
| Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations | Mar 23, 2020 | Adversarial RobustnessAttribute | CodeCode Available | 1 |
| Architectural Resilience to Foreground-and-Background Adversarial Noise | Mar 23, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness on In- and Out-Distribution Improves Explainability | Mar 20, 2020 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
| SAT: Improving Adversarial Training via Curriculum-Based Loss Smoothing | Mar 18, 2020 | Adversarial Robustness | —Unverified | 0 |
| Toward Adversarial Robustness via Semi-supervised Robust Training | Mar 16, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection | Mar 12, 2020 | Adversarial RobustnessNovelty Detection | CodeCode Available | 1 |
| Adversarial Machine Learning: Bayesian Perspectives | Mar 7, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 1 |
| Adversarial Vertex Mixup: Toward Better Adversarially Robust Generalization | Mar 5, 2020 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Metrics and methods for robustness evaluation of neural networks with generative models | Mar 4, 2020 | Adversarial Robustnessimage-classification | CodeCode Available | 0 |
| Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks | Mar 3, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Learn2Perturb: an End-to-end Feature Perturbation Learning to Improve Adversarial Robustness | Mar 2, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Understanding the Intrinsic Robustness of Image Distributions using Conditional Generative Models | Mar 1, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Defense-PointNet: Protecting PointNet Against Adversarial Attacks | Feb 27, 2020 | Adversarial Robustness | —Unverified | 0 |
| Attacks Which Do Not Kill Training Make Adversarial Learning Stronger | Feb 26, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Learning Adversarially Robust Representations via Worst-Case Mutual Information Maximization | Feb 26, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Can we have it all? On the Trade-off between Spatial and Adversarial Robustness of Neural Networks | Feb 26, 2020 | Adversarial RobustnessAll | CodeCode Available | 0 |
| Towards Certifiable Adversarial Sample Detection | Feb 20, 2020 | Adversarial Robustness | —Unverified | 0 |
| Individual Fairness Revisited: Transferring Techniques from Adversarial Robustness | Feb 18, 2020 | Adversarial RobustnessFairness | —Unverified | 0 |
| Scalable Quantitative Verification For Deep Neural Networks | Feb 17, 2020 | Adversarial Robustness | —Unverified | 0 |
| Hold me tight! Influence of discriminative features on deep network boundaries | Feb 15, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| CEB Improves Model Robustness | Feb 13, 2020 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Adversarial Robustness for Code | Feb 11, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 1 |
| Semialgebraic Optimization for Lipschitz Constants of ReLU Networks | Feb 10, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Random Smoothing Might be Unable to Certify _ Robustness for High-Dimensional Images | Feb 10, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Renofeation: A Simple Transfer Learning Method for Improved Adversarial Robustness | Feb 7, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |