| Affine-Invariant Robust Training | Oct 8, 2020 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| Online and Distribution-Free Robustness: Regression and Contextual Bandits with Huber Contamination | Oct 8, 2020 | Adversarial RobustnessMulti-Armed Bandits | —Unverified | 0 |
| Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples | Oct 7, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Batch Normalization Increases Adversarial Vulnerability and Decreases Adversarial Transferability: A Non-Robust Feature Perspective | Oct 7, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Constraining Logits by Bounded Function for Adversarial Robustness | Oct 6, 2020 | Adversarial Robustness | —Unverified | 0 |
| Do Wider Neural Networks Really Help Adversarial Robustness? | Oct 3, 2020 | Adversarial Robustness | —Unverified | 0 |
| Query complexity of adversarial attacks | Oct 2, 2020 | Adversarial Robustness | —Unverified | 0 |
| Bag of Tricks for Adversarial Training | Oct 1, 2020 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| On The Adversarial Robustness of 3D Point Cloud Classification | Sep 28, 2020 | 3D Point Cloud ClassificationAdversarial Robustness | —Unverified | 0 |
| Imbalanced Gradients: A New Cause of Overestimated Adversarial Robustness | Sep 28, 2020 | Adversarial Robustness | —Unverified | 0 |
| Proper Measure for Adversarial Robustness | Sep 28, 2020 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients | Sep 28, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Differentially Private Adversarial Robustness Through Randomized Perturbations | Sep 27, 2020 | Adversarial RobustnessSemantic Similarity | —Unverified | 0 |
| Adversarial robustness via stochastic regularization of neural activation sensitivity | Sep 23, 2020 | Adversarial RobustnessSensitivity | —Unverified | 0 |
| Semantics-Preserving Adversarial Training | Sep 23, 2020 | Adversarial Robustness | —Unverified | 0 |
| Feature Distillation With Guided Adversarial Contrastive Learning | Sep 21, 2020 | Adversarial RobustnessContrastive Learning | —Unverified | 0 |
| Improving Ensemble Robustness by Collaboratively Promoting and Demoting Adversarial Robustness | Sep 21, 2020 | Adversarial RobustnessDiversity | CodeCode Available | 0 |
| Adversarial Robustness through Bias Variance Decomposition: A New Perspective for Federated Learning | Sep 18, 2020 | Adversarial RobustnessFederated Learning | —Unverified | 0 |
| On the Transferability of Minimal Prediction Preserving Inputs in Question Answering | Sep 17, 2020 | Adversarial RobustnessQuestion Answering | —Unverified | 0 |
| Large Norms of CNN Layers Do Not Hurt Adversarial Robustness | Sep 17, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Label Smoothing and Adversarial Robustness | Sep 17, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup | Sep 15, 2020 | Adversarial RobustnessImage Classification | CodeCode Available | 1 |
| Robust Deep Learning Ensemble against Deception | Sep 14, 2020 | Adversarial RobustnessDeep Learning | —Unverified | 0 |
| Defending Against Multiple and Unforeseen Adversarial Videos | Sep 11, 2020 | Adversarial RobustnessGeneral Classification | —Unverified | 0 |
| Achieving Adversarial Robustness via Sparsity | Sep 11, 2020 | Adversarial RobustnessNetwork Pruning | —Unverified | 0 |
| End-to-end Kernel Learning via Generative Random Fourier Features | Sep 10, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| Second Order Optimization for Adversarial Robustness and Interpretability | Sep 10, 2020 | Adversarial Robustness | —Unverified | 0 |
| Dual Manifold Adversarial Robustness: Defense against Lp and non-Lp Adversarial Attacks | Sep 5, 2020 | Adversarial Robustness | —Unverified | 0 |
| Adversarially Robust Neural Architectures | Sep 2, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Perceptual Deep Neural Networks: Adversarial Robustness through Input Recreation | Sep 2, 2020 | Adversarial RobustnessSuper-Resolution | —Unverified | 0 |
| Likelihood Landscapes: A Unifying Principle Behind Many Adversarial Defenses | Aug 25, 2020 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Rethinking Non-idealities in Memristive Crossbars for Adversarial Robustness in Neural Networks | Aug 25, 2020 | Adversarial Robustness | —Unverified | 0 |
| Towards adversarial robustness with 01 loss neural networks | Aug 20, 2020 | Adversarial RobustnessBinary Classification | CodeCode Available | 0 |
| Improving adversarial robustness of deep neural networks by using semantic information | Aug 18, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Adversarial Attack and Defense Strategies for Deep Speaker Recognition Systems | Aug 18, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| A Deep Dive into Adversarial Robustness in Zero-Shot Learning | Aug 17, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 0 |
| Adversarial Concurrent Training: Optimizing Robustness and Accuracy Trade-off of Deep Neural Networks | Aug 16, 2020 | Adversarial Robustness | CodeCode Available | 0 |
| On the Generalization Properties of Adversarial Training | Aug 15, 2020 | Adversarial Robustness | —Unverified | 0 |
| Adversary Agnostic Robust Deep Reinforcement Learning | Aug 14, 2020 | Adversarial RobustnessAtari Games | —Unverified | 0 |
| Feature Binding with Category-Dependant MixUp for Semantic Segmentation and Adversarial Robustness | Aug 13, 2020 | Adversarial RobustnessDenoising | —Unverified | 0 |
| Improve Generalization and Robustness of Neural Networks via Weight Scale Shifting Invariant Regularizations | Aug 7, 2020 | Adversarial Robustness | —Unverified | 0 |
| TREND: Transferability based Robust ENsemble Design | Aug 4, 2020 | Adversarial RobustnessQuantization | CodeCode Available | 0 |
| Adversarial Robustness for Machine Learning Cyber Defenses Using Log Data | Jul 29, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| From Sound Representation to Model Robustness | Jul 27, 2020 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Robust Collective Classification against Structural Attacks | Jul 26, 2020 | Adversarial RobustnessClassification | —Unverified | 0 |
| Hierarchical Verification for Adversarial Robustness | Jul 23, 2020 | Adversarial Robustness | —Unverified | 0 |
| 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 |
| On Adversarial Robustness: A Neural Architecture Search perspective | Jul 16, 2020 | Adversarial RobustnessNeural Architecture Search | CodeCode Available | 0 |
| Failure Modes of Variational Autoencoders and Their Effects on Downstream Tasks | Jul 14, 2020 | Adversarial Robustness | —Unverified | 0 |