| A Systematic Review of Robustness in Deep Learning for Computer Vision: Mind the gap? | Dec 1, 2021 | Adversarial RobustnessData Augmentation | —Unverified | 0 |
| Push Stricter to Decide Better: A Class-Conditional Feature Adaptive Framework for Improving Adversarial Robustness | Dec 1, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Clustering Effect of Adversarial Robust Models | Dec 1, 2021 | Adversarial RobustnessClustering | —Unverified | 0 |
| Robustness between the worst and average case | Dec 1, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Exponential Separation between Two Learning Models and Adversarial Robustness | Dec 1, 2021 | Adversarial RobustnessPAC learning | —Unverified | 0 |
| Adversarial Robustness without Adversarial Training: A Teacher-Guided Curriculum Learning Approach | Dec 1, 2021 | Adversarial Robustness | —Unverified | 0 |
| Towards a Unified Game-Theoretic View of Adversarial Perturbations and Robustness | Dec 1, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| On the Existence of The Adversarial Bayes Classifier | Dec 1, 2021 | Adversarial Robustness | —Unverified | 0 |
| Adversarially Robust 3D Point Cloud Recognition Using Self-Supervisions | Dec 1, 2021 | Adversarial RobustnessAutonomous Driving | —Unverified | 0 |
| Adversarial Attacks on Graph Classifiers via Bayesian Optimisation | Dec 1, 2021 | Adversarial RobustnessBayesian Optimisation | CodeCode Available | 1 |
| Formalizing Generalization and Adversarial Robustness of Neural Networks to Weight Perturbations | Dec 1, 2021 | Adversarial RobustnessModel Compression | —Unverified | 0 |
| Towards Stable and Robust AdderNets | Dec 1, 2021 | Adversarial Robustness | —Unverified | 0 |
| ExCon: Explanation-driven Supervised Contrastive Learning for Image Classification | Nov 28, 2021 | Adversarial RobustnessClassification | CodeCode Available | 1 |
| Clustering Effect of (Linearized) Adversarial Robust Models | Nov 25, 2021 | Adversarial RobustnessClustering | CodeCode Available | 0 |
| Provable Defense Against Clustering Attacks on 3D Point Clouds | Nov 22, 2021 | Adversarial RobustnessClustering | —Unverified | 0 |
| The Diversity Metrics of Sub-models based on SVD of Jacobians for Ensembles Adversarial Robustness | Nov 22, 2021 | Adversarial RobustnessAttribute | —Unverified | 0 |
| Heterogeneous Architecture Search Approach within Adversarial Dynamic Defense Framework | Nov 22, 2021 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Revisiting Adversarial Robustness of Classifiers With a Reject Option | Nov 22, 2021 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Adversarial Examples on Segmentation Models Can be Easy to Transfer | Nov 22, 2021 | Adversarial RobustnessAttribute | —Unverified | 0 |
| Flooding-X: Improving BERT's Resistance to Adversarial Attacks via Loss-Restricted Fine-Tuning | Nov 16, 2021 | Adversarial Robustnesstext-classification | —Unverified | 0 |
| Removing Out-of-Distribution Data Improves Adversarial Robustness | Nov 16, 2021 | Adversarial Robustness | —Unverified | 0 |
| Robust and Accurate Object Detection via Self-Knowledge Distillation | Nov 14, 2021 | Adversarial RobustnessKnowledge Distillation | CodeCode Available | 0 |
| Neural Population Geometry Reveals the Role of Stochasticity in Robust Perception | Nov 12, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Are Transformers More Robust Than CNNs? | Nov 10, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Tightening the Approximation Error of Adversarial Risk with Auto Loss Function Search | Nov 9, 2021 | Adversarial RobustnessAutoML | —Unverified | 0 |
| Characterizing the adversarial vulnerability of speech self-supervised learning | Nov 8, 2021 | Adversarial RobustnessBenchmarking | —Unverified | 0 |
| Graph Robustness Benchmark: Benchmarking the Adversarial Robustness of Graph Machine Learning | Nov 8, 2021 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| A Unified Game-Theoretic Interpretation of Adversarial Robustness | Nov 5, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models | Nov 4, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Attacks on Graph Classification via Bayesian Optimisation | Nov 4, 2021 | Adversarial RobustnessBayesian Optimisation | CodeCode Available | 1 |
| Pareto Adversarial Robustness: Balancing Spatial Robustness and Sensitivity-based Robustness | Nov 3, 2021 | Adversarial RobustnessSensitivity | —Unverified | 0 |
| HypMix: Hyperbolic Interpolative Data Augmentation | Nov 1, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| How to Select One Among All ? An Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding | Nov 1, 2021 | Adversarial RobustnessAll | —Unverified | 0 |
| When Does Contrastive Learning Preserve Adversarial Robustness from Pretraining to Finetuning? | Nov 1, 2021 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 |
| Get Fooled for the Right Reason: Improving Adversarial Robustness through a Teacher-guided Curriculum Learning Approach | Oct 30, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness with Semi-Infinite Constrained Learning | Oct 29, 2021 | Adversarial Robustness | —Unverified | 0 |
| Holistic Deep Learning | Oct 29, 2021 | Adversarial RobustnessDeep Learning | CodeCode Available | 1 |
| Towards Evaluating the Robustness of Neural Networks Learned by Transduction | Oct 27, 2021 | Adversarial RobustnessBilevel Optimization | CodeCode Available | 0 |
| Binarized ResNet: Enabling Robust Automatic Modulation Classification at the resource-constrained Edge | Oct 27, 2021 | Adversarial RobustnessBinarization | —Unverified | 0 |
| A Frequency Perspective of Adversarial Robustness | Oct 26, 2021 | Adversarial Robustness | —Unverified | 0 |
| Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks | Oct 26, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness in Multi-Task Learning: Promises and Illusions | Oct 26, 2021 | Adversarial RobustnessMulti-Task Learning | CodeCode Available | 0 |
| How and When Adversarial Robustness Transfers in Knowledge Distillation? | Oct 22, 2021 | Adversarial RobustnessKnowledge Distillation | —Unverified | 0 |
| Adversarial robustness for latent models: Revisiting the robust-standard accuracies tradeoff | Oct 22, 2021 | Adversarial RobustnessBinary Classification | —Unverified | 0 |
| Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness | Oct 21, 2021 | Adversarial RobustnessCombinatorial Optimization | —Unverified | 0 |
| 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 |
| On the Sensitivity and Stability of Model Interpretations | Oct 16, 2021 | Adversarial RobustnessDependency Parsing | —Unverified | 0 |
| Adversarial Attacks on ML Defense Models Competition | Oct 15, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Model-Agnostic Meta-Attack: Towards Reliable Evaluation of Adversarial Robustness | Oct 13, 2021 | Adversarial Robustness | —Unverified | 0 |
