| Buffer Zone based Defense against Adversarial Examples in Image Classification | Jan 1, 2021 | Adversarial RobustnessClassification | —Unverified | 0 |
| What are effective labels for augmented data? Improving robustness with AutoLabel | Jan 1, 2021 | Adversarial RobustnessData Augmentation | —Unverified | 0 |
| Perturbation Type Categorization for Multiple _p Bounded Adversarial Robustness | Jan 1, 2021 | Adversarial RobustnessVocal Bursts Type Prediction | —Unverified | 0 |
| Disentangling Adversarial Robustness in Directions of the Data Manifold | Jan 1, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Intriguing class-wise properties of adversarial training | Jan 1, 2021 | Adversarial Robustness | —Unverified | 0 |
| No Feature Is An Island: Adaptive Collaborations Between Features Improve Adversarial Robustness | Jan 1, 2021 | Adversarial Robustnesscounterfactual | —Unverified | 0 |
| Test-Time Adaptation and Adversarial Robustness | Jan 1, 2021 | Adversarial RobustnessDomain Adaptation | —Unverified | 0 |
| Collective Robustness Certificates | Jan 1, 2021 | Adversarial RobustnessImage Segmentation | —Unverified | 0 |
| Improving Adversarial Robustness in Weight-quantized Neural Networks | Dec 29, 2020 | Adversarial RobustnessQuantization | —Unverified | 0 |
| A Simple Fine-tuning Is All You Need: Towards Robust Deep Learning Via Adversarial Fine-tuning | Dec 25, 2020 | Adversarial RobustnessAll | —Unverified | 0 |
| Gradient-Free Adversarial Attacks for Bayesian Neural Networks | Dec 23, 2020 | Adversarial RobustnessBayesian Inference | CodeCode Available | 0 |
| Self-Progressing Robust Training | Dec 22, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Sample Complexity of Adversarially Robust Linear Classification on Separated Data | Dec 19, 2020 | Adversarial RobustnessClassification | —Unverified | 0 |
| Adversarially Robust Estimate and Risk Analysis in Linear Regression | Dec 18, 2020 | Adversarial Robustnessregression | —Unverified | 0 |
| On the human-recognizability phenomenon of adversarially trained deep image classifiers | Dec 18, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Generate and Verify: Semantically Meaningful Formal Analysis of Neural Network Perception Systems | Dec 16, 2020 | Adversarial Robustness | —Unverified | 0 |
| A case for new neural network smoothness constraints | Dec 14, 2020 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| Achieving Adversarial Robustness Requires An Active Teacher | Dec 14, 2020 | Adversarial Robustness | —Unverified | 0 |
| Improving Adversarial Robustness via Probabilistically Compact Loss with Logit Constraints | Dec 14, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Learning Energy-Based Models With Adversarial Training | Dec 11, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| On 1/n neural representation and robustness | Dec 8, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Overcomplete Representations Against Adversarial Videos | Dec 8, 2020 | Adversarial RobustnessDecoder | CodeCode Available | 0 |
| Evaluating adversarial robustness in simulated cerebellum | Dec 5, 2020 | Adversarial Robustness | —Unverified | 0 |
| Unsupervised Adversarially-Robust Representation Learning on Graphs | Dec 4, 2020 | Adversarial RobustnessCommunity Detection | —Unverified | 0 |
| Stochastic Gradient Descent with Nonlinear Conjugate Gradient-Style Adaptive Momentum | Dec 3, 2020 | Adversarial Robustness | —Unverified | 0 |
| Interpretable Graph Capsule Networks for Object Recognition | Dec 3, 2020 | Adversarial RobustnessObject | —Unverified | 0 |
| FAT: Federated Adversarial Training | Dec 3, 2020 | Adversarial RobustnessFederated Learning | —Unverified | 0 |
| How Robust are Randomized Smoothing based Defenses to Data Poisoning? | Dec 2, 2020 | Adversarial RobustnessBilevel Optimization | —Unverified | 0 |
| Fast Adversarial Robustness Certification of Nearest Prototype Classifiers for Arbitrary Seminorms | Dec 1, 2020 | Adversarial RobustnessQuantization | CodeCode Available | 0 |
| Adversarial Robustness Across Representation Spaces | Dec 1, 2020 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Robust and Private Learning of Halfspaces | Nov 30, 2020 | Adversarial Robustness | —Unverified | 0 |
| Architectural Adversarial Robustness: The Case for Deep Pursuit | Nov 29, 2020 | Adversarial Robustnessglobal-optimization | —Unverified | 0 |
| Incorporating Hidden Layer representation into Adversarial Attacks and Defences | Nov 28, 2020 | Adversarial Robustness | —Unverified | 0 |
| A Study on the Uncertainty of Convolutional Layers in Deep Neural Networks | Nov 27, 2020 | Adversarial Robustness | —Unverified | 0 |
| Exposing the Robustness and Vulnerability of Hybrid 8T-6T SRAM Memory Architectures to Adversarial Attacks in Deep Neural Networks | Nov 26, 2020 | Adversarial Robustness | —Unverified | 0 |
| aw_nas: A Modularized and Extensible NAS framework | Nov 25, 2020 | Adversarial RobustnessNeural Architecture Search | —Unverified | 0 |
| A More Biologically Plausible Local Learning Rule for ANNs | Nov 24, 2020 | Adversarial RobustnessBinary Classification | —Unverified | 0 |
| On Adversarial Robustness of 3D Point Cloud Classification under Adaptive Attacks | Nov 24, 2020 | 3D Point Cloud ClassificationAdversarial Robustness | —Unverified | 0 |
| Adversarial Examples for k-Nearest Neighbor Classifiers Based on Higher-Order Voronoi Diagrams | Nov 19, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| An Experimental Study of Semantic Continuity for Deep Learning Models | Nov 19, 2020 | Adversarial RobustnessDeep Learning | —Unverified | 0 |
| Effective, Efficient and Robust Neural Architecture Search | Nov 19, 2020 | Adversarial RobustnessNeural Architecture Search | —Unverified | 0 |
| Contextual Fusion For Adversarial Robustness | Nov 18, 2020 | Adversarial Robustness | —Unverified | 0 |
| Robustified Domain Adaptation | Nov 18, 2020 | Adversarial RobustnessDomain Adaptation | —Unverified | 0 |
| Probing Predictions on OOD Images via Nearest Categories | Nov 17, 2020 | Adversarial RobustnessFew-Shot Learning | CodeCode Available | 0 |
| Towards Understanding the Regularization of Adversarial Robustness on Neural Networks | Nov 15, 2020 | Adversarial Robustness | —Unverified | 0 |
| Bridging the Performance Gap between FGSM and PGD Adversarial Training | Nov 7, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Recent Advances in Understanding Adversarial Robustness of Deep Neural Networks | Nov 3, 2020 | Adversarial Robustness | —Unverified | 0 |
| Beyond cross-entropy: learning highly separable feature distributions for robust and accurate classification | Oct 29, 2020 | Adversarial RobustnessGeneral Classification | —Unverified | 0 |
| Robustness May Be at Odds with Fairness: An Empirical Study on Class-wise Accuracy | Oct 26, 2020 | Adversarial RobustnessAutonomous Driving | —Unverified | 0 |
| Towards Robust Neural Networks via Orthogonal Diversity | Oct 23, 2020 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
