| Multitask Learning Strengthens Adversarial Robustness | Jul 14, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Adversarial robustness via robust low rank representations | Jul 13, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| 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 |
| How benign is benign overfitting? | Jul 8, 2020 | Adversarial RobustnessRepresentation Learning | —Unverified | 0 |
| On Connections between Regularizations for Improving DNN Robustness | Jul 4, 2020 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| Trace-Norm Adversarial Examples | Jul 2, 2020 | Adversarial Robustness | —Unverified | 0 |
| Opportunities and Challenges in Deep Learning Adversarial Robustness: A Survey | Jul 1, 2020 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| Biologically Inspired Mechanisms for Adversarial Robustness | Jun 29, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Sharp Statistical Guarantees for Adversarially Robust Gaussian Classification | Jun 29, 2020 | Adversarial RobustnessClassification | —Unverified | 0 |
| Improving Calibration through the Relationship with Adversarial Robustness | Jun 29, 2020 | Adversarial Robustness | —Unverified | 0 |
| 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 |
| Adversarial Robustness of Deep Sensor Fusion Models | Jun 23, 2020 | 2D Object DetectionAdversarial Robustness | —Unverified | 0 |
| Perceptual Adversarial Robustness: Defense Against Unseen Threat Models | Jun 22, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| How do SGD hyperparameters in natural training affect adversarial robustness? | Jun 20, 2020 | Adversarial Robustness | —Unverified | 0 |
| Local Convolutions Cause an Implicit Bias towards High Frequency Adversarial Examples | Jun 19, 2020 | Adversarial RobustnessVocal Bursts Intensity Prediction | —Unverified | 0 |
| The Dilemma Between Data Transformations and Adversarial Robustness for Time Series Application Systems | Jun 18, 2020 | Adversarial RobustnessDecision Making | —Unverified | 0 |
| Local Competition and Uncertainty for Adversarial Robustness in Deep Learning | Jun 18, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Using Wavelets and Spectral Methods to Study Patterns in Image-Classification Datasets | Jun 17, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 0 |
| Classifier-independent Lower-Bounds for Adversarial Robustness | Jun 17, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| On sparse connectivity, adversarial robustness, and a novel model of the artificial neuron | Jun 16, 2020 | Adversarial RobustnessComputational Efficiency | —Unverified | 0 |
| SPLASH: Learnable Activation Functions for Improving Accuracy and Adversarial Robustness | Jun 16, 2020 | Adversarial Robustness | —Unverified | 0 |
| Debona: Decoupled Boundary Network Analysis for Tighter Bounds and Faster Adversarial Robustness Proofs | Jun 16, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Improving Adversarial Robustness via Unlabeled Out-of-Domain Data | Jun 15, 2020 | Adversarial RobustnessData Augmentation | —Unverified | 0 |
| On Saliency Maps and Adversarial Robustness | Jun 14, 2020 | Adversarial Robustness | —Unverified | 0 |
| Achieving robustness in classification using optimal transport with hinge regularization | Jun 11, 2020 | Adversarial RobustnessBinary Classification | CodeCode Available | 1 |
| Deterministic Gaussian Averaged Neural Networks | Jun 10, 2020 | Adversarial Robustnessregression | CodeCode Available | 0 |
| A Self-supervised Approach for Adversarial Robustness | Jun 8, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 |
| Adversarial Feature Desensitization | Jun 8, 2020 | Adversarial RobustnessDomain Adaptation | CodeCode Available | 0 |
| The Lipschitz Constant of Self-Attention | Jun 8, 2020 | Adversarial RobustnessLanguage Modelling | —Unverified | 0 |
| Consistency Regularization for Certified Robustness of Smoothed Classifiers | Jun 7, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Robust Face Verification via Disentangled Representations | Jun 5, 2020 | Adversarial RobustnessFace Verification | CodeCode Available | 0 |
| UFO-BLO: Unbiased First-Order Bilevel Optimization | Jun 5, 2020 | Adversarial RobustnessBilevel Optimization | —Unverified | 0 |
| Benchmarking Adversarial Robustness on Image Classification | Jun 1, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Rethinking Empirical Evaluation of Adversarial Robustness Using First-Order Attack Methods | Jun 1, 2020 | Adversarial RobustnessBenchmarking | CodeCode Available | 0 |
| Adversarial Robustness of Deep Convolutional Candlestick Learner | May 29, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Investigating Vulnerability to Adversarial Examples on Multimodal Data Fusion in Deep Learning | May 22, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Robust Ensemble Model Training via Random Layer Sampling Against Adversarial Attack | May 21, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Revisiting Role of Autoencoders in Adversarial Settings | May 21, 2020 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| 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 |
| Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural Networks | May 19, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 0 |
| Improve robustness of DNN for ECG signal classification:a noise-to-signal ratio perspective | May 18, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Toward Adversarial Robustness by Diversity in an Ensemble of Specialized Deep Neural Networks | May 17, 2020 | Adversarial RobustnessDiversity | —Unverified | 0 |
| Evaluating and Improving Adversarial Robustness of Machine Learning-Based Network Intrusion Detectors | May 15, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 1 |
| Towards Assessment of Randomized Smoothing Mechanisms for Certifying Adversarial Robustness | May 15, 2020 | Adversarial Robustness | —Unverified | 0 |
| Class-Aware Domain Adaptation for Improving Adversarial Robustness | May 10, 2020 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
