| Make Sure You're Unsure: A Framework for Verifying Probabilistic Specifications | Feb 18, 2021 | Adversarial RobustnessOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| CIFS: Improving Adversarial Robustness of CNNs via Channel-wise Importance-based Feature Selection | Feb 10, 2021 | Adversarial Robustnessfeature selection | CodeCode Available | 1 |
| Towards Adversarial Robustness of Bayesian Neural Network through Hierarchical Variational Inference | Jan 1, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Better Robustness by More Coverage: Adversarial Training with Mixup Augmentation for Robust Fine-tuning | Dec 31, 2020 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Composite Adversarial Attacks | Dec 10, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Using Feature Alignment Can Improve Clean Average Precision and Adversarial Robustness in Object Detection | Dec 8, 2020 | 2D Object DetectionAdversarial Attack | CodeCode Available | 1 |
| On the Trade-off between Adversarial and Backdoor Robustness | Dec 1, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Regularization with Latent Space Virtual Adversarial Training | Nov 26, 2020 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
| A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning | Nov 20, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| SHIELD: Defending Textual Neural Networks against Multiple Black-Box Adversarial Attacks with Stochastic Multi-Expert Patcher | Nov 17, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Image Color Transformations in Explicit Color Filter Space | Nov 12, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Robust Pre-Training by Adversarial Contrastive Learning | Oct 26, 2020 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 |
| RobustBench: a standardized adversarial robustness benchmark | Oct 19, 2020 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Shape-Texture Debiased Neural Network Training | Oct 12, 2020 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples | Oct 7, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Bag of Tricks for Adversarial Training | Oct 1, 2020 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup | Sep 15, 2020 | Adversarial RobustnessImage Classification | CodeCode Available | 1 |
| Adversarial Attack and Defense Strategies for Deep Speaker Recognition Systems | Aug 18, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Neural Networks with Recurrent Generative Feedback | Jul 17, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Certifiably Adversarially Robust Detection of Out-of-Distribution Data | Jul 16, 2020 | Adversarial RobustnessOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Multitask Learning Strengthens Adversarial Robustness | Jul 14, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Understanding Object Detection Through An Adversarial Lens | Jul 11, 2020 | Adversarial RobustnessAutonomous Vehicles | CodeCode Available | 1 |
| Improving Adversarial Robustness by Enforcing Local and Global Compactness | Jul 10, 2020 | Adversarial RobustnessClustering | CodeCode Available | 1 |
| RobFR: Benchmarking Adversarial Robustness on Face Recognition | Jul 8, 2020 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Proper Network Interpretability Helps Adversarial Robustness in Classification | Jun 26, 2020 | Adversarial RobustnessClassification | CodeCode Available | 1 |
| Smooth Adversarial Training | Jun 25, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Imbalanced Gradients: A Subtle Cause of Overestimated Adversarial Robustness | Jun 24, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Perceptual Adversarial Robustness: Defense Against Unseen Threat Models | Jun 22, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Achieving robustness in classification using optimal transport with hinge regularization | Jun 11, 2020 | Adversarial RobustnessBinary Classification | CodeCode Available | 1 |
| A Self-supervised Approach for Adversarial Robustness | Jun 8, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 |
| Consistency Regularization for Certified Robustness of Smoothed Classifiers | Jun 7, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Benchmarking Adversarial Robustness on Image Classification | Jun 1, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness of Deep Convolutional Candlestick Learner | May 29, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Model-Based Robust Deep Learning: Generalizing to Natural, Out-of-Distribution Data | May 20, 2020 | Adversarial RobustnessDeep Learning | CodeCode Available | 1 |
| On Intrinsic Dataset Properties for Adversarial Machine Learning | May 19, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Improve robustness of DNN for ECG signal classification:a noise-to-signal ratio perspective | May 18, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Evaluating and Improving Adversarial Robustness of Machine Learning-Based Network Intrusion Detectors | May 15, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 1 |
| Efficient Exact Verification of Binarized Neural Networks | May 7, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Enhancing Intrinsic Adversarial Robustness via Feature Pyramid Decoder | May 6, 2020 | Adversarial RobustnessDecoder | CodeCode Available | 1 |
| 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 Attack on Deep Learning-Based Splice Localization | Apr 17, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Weight Perturbation Helps Robust Generalization | Apr 13, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Towards Achieving Adversarial Robustness by Enforcing Feature Consistency Across Bit Planes | Apr 1, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning | Mar 28, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| 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 |
| Adversarial Robustness on In- and Out-Distribution Improves Explainability | Mar 20, 2020 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
| 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 |
