| Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models | Nov 4, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| When Does Contrastive Learning Preserve Adversarial Robustness from Pretraining to Finetuning? | Nov 1, 2021 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 |
| HypMix: Hyperbolic Interpolative Data Augmentation | Nov 1, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Holistic Deep Learning | Oct 29, 2021 | Adversarial RobustnessDeep Learning | CodeCode Available | 1 |
| Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks | Oct 26, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal Classification | Oct 19, 2021 | Adversarial RobustnessClassification | CodeCode Available | 1 |
| Improving Robustness using Generated Data | Oct 18, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Attacks on ML Defense Models Competition | Oct 15, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Explainability-Aware One Point Attack for Point Cloud Neural Networks | Oct 8, 2021 | 3D Object RecognitionAdversarial Robustness | CodeCode Available | 1 |
| The Eigenlearning Framework: A Conservation Law Perspective on Kernel Regression and Wide Neural Networks | Oct 8, 2021 | Adversarial RobustnessInductive Bias | CodeCode Available | 1 |
| Exploring Architectural Ingredients of Adversarially Robust Deep Neural Networks | Oct 7, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness Comparison of Vision Transformer and MLP-Mixer to CNNs | Oct 6, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| How to Select One Among All? An Extensive Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding | Sep 13, 2021 | Adversarial RobustnessAll | CodeCode Available | 1 |
| RobustART: Benchmarking Robustness on Architecture Design and Training Techniques | Sep 11, 2021 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Generalized Real-World Super-Resolution through Adversarial Robustness | Aug 25, 2021 | Adversarial RobustnessSuper-Resolution | CodeCode Available | 1 |
| Are socially-aware trajectory prediction models really socially-aware? | Aug 24, 2021 | Adversarial RobustnessAutonomous Navigation | CodeCode Available | 1 |
| AdvDrop: Adversarial Attack to DNNs by Dropping Information | Aug 20, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Revisiting Adversarial Robustness Distillation: Robust Soft Labels Make Student Better | Aug 18, 2021 | Adversarial RobustnessKnowledge Distillation | CodeCode Available | 1 |
| AGKD-BML: Defense Against Adversarial Attack by Attention Guided Knowledge Distillation and Bi-directional Metric Learning | Aug 13, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Improved deterministic l2 robustness on CIFAR-10 and CIFAR-100 | Aug 5, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| AdvRush: Searching for Adversarially Robust Neural Architectures | Aug 3, 2021 | Adversarial RobustnessNeural Architecture Search | CodeCode Available | 1 |
| Enhancing Adversarial Robustness via Test-time Transformation Ensembling | Jul 29, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| WaveCNet: Wavelet Integrated CNNs to Suppress Aliasing Effect for Noise-Robust Image Classification | Jul 28, 2021 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
| Clipped Hyperbolic Classifiers Are Super-Hyperbolic Classifiers | Jul 23, 2021 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 |
| Fast and Scalable Adversarial Training of Kernel SVM via Doubly Stochastic Gradients | Jul 21, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| RAILS: A Robust Adversarial Immune-inspired Learning System | Jun 27, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Helper-based Adversarial Training: Reducing Excessive Margin to Achieve a Better Accuracy vs. Robustness Trade-off | Jun 18, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning | Jun 18, 2021 | Adversarial RobustnessFederated Learning | CodeCode Available | 1 |
| Adversarial Visual Robustness by Causal Intervention | Jun 17, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Probabilistic Margins for Instance Reweighting in Adversarial Training | Jun 15, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| CausalAdv: Adversarial Robustness through the Lens of Causality | Jun 11, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Reliable Adversarial Distillation with Unreliable Teachers | Jun 9, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Attack and Defense in Deep Ranking | Jun 7, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Revisiting Hilbert-Schmidt Information Bottleneck for Adversarial Robustness | Jun 4, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness against Multiple and Single l_p-Threat Models via Quick Fine-Tuning of Robust Classifiers | May 26, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Skew Orthogonal Convolutions | May 24, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| An Orthogonal Classifier for Improving the Adversarial Robustness of Neural Networks | May 19, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Random Noise Defense Against Query-Based Black-Box Attacks | Apr 23, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Robust Learning Meets Generative Models: Can Proxy Distributions Improve Adversarial Robustness? | Apr 19, 2021 | Adversarial RobustnessImage Classification | CodeCode Available | 1 |
| Orthogonalizing Convolutional Layers with the Cayley Transform | Apr 14, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness under Long-Tailed Distribution | Apr 6, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| On the Adversarial Robustness of Vision Transformers | Mar 29, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Drop-Bottleneck: Learning Discrete Compressed Representation for Noise-Robust Exploration | Mar 23, 2021 | Adversarial RobustnessDimensionality Reduction | CodeCode Available | 1 |
| Interpretable Deep Learning: Interpretation, Interpretability, Trustworthiness, and Beyond | Mar 19, 2021 | Adversarial RobustnessDeep Learning | CodeCode Available | 1 |
| Generating Adversarial Computer Programs using Optimized Obfuscations | Mar 18, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| A Unified Game-Theoretic Interpretation of Adversarial Robustness | Mar 12, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Improving Adversarial Robustness via Channel-wise Activation Suppressing | Mar 11, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Consistency Regularization for Adversarial Robustness | Mar 8, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Fixing Data Augmentation to Improve Adversarial Robustness | Mar 2, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning | Feb 20, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
