| Adversarial Robustness of MR Image Reconstruction under Realistic Perturbations | Aug 5, 2022 | Adversarial RobustnessDiagnostic | CodeCode Available | 0 |
| Understanding Adversarial Robustness of Vision Transformers via Cauchy Problem | Aug 1, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Is current research on adversarial robustness addressing the right problem? | Jul 31, 2022 | Adversarial Robustness | —Unverified | 0 |
| Pro-tuning: Unified Prompt Tuning for Vision Tasks | Jul 28, 2022 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks | Jul 27, 2022 | Adversarial RobustnessBenchmarking | —Unverified | 0 |
| Contrastive Self-Supervised Learning Leads to Higher Adversarial Susceptibility | Jul 22, 2022 | Adversarial RobustnessSelf-Supervised Learning | —Unverified | 0 |
| Do Perceptually Aligned Gradients Imply Adversarial Robustness? | Jul 22, 2022 | Adversarial RobustnessImage Classification | CodeCode Available | 0 |
| AugRmixAT: A Data Processing and Training Method for Improving Multiple Robustness and Generalization Performance | Jul 21, 2022 | Adversarial Robustness | —Unverified | 0 |
| One-vs-the-Rest Loss to Focus on Important Samples in Adversarial Training | Jul 21, 2022 | Adversarial Robustness | —Unverified | 0 |
| Careful What You Wish For: on the Extraction of Adversarially Trained Models | Jul 21, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Illusory Attacks: Information-Theoretic Detectability Matters in Adversarial Attacks | Jul 20, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Assaying Out-Of-Distribution Generalization in Transfer Learning | Jul 19, 2022 | Adversarial RobustnessOut-of-Distribution Generalization | CodeCode Available | 0 |
| Automated Repair of Neural Networks | Jul 17, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness Assessment of NeuroEvolution Approaches | Jul 12, 2022 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Bi-fidelity Evolutionary Multiobjective Search for Adversarially Robust Deep Neural Architectures | Jul 12, 2022 | Adversarial RobustnessMultiobjective Optimization | —Unverified | 0 |
| Certified Adversarial Robustness via Anisotropic Randomized Smoothing | Jul 12, 2022 | Adversarial RobustnessAll | —Unverified | 0 |
| Exploring Adversarial Examples and Adversarial Robustness of Convolutional Neural Networks by Mutual Information | Jul 12, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| RUSH: Robust Contrastive Learning via Randomized Smoothing | Jul 11, 2022 | Adversarial RobustnessContrastive Learning | —Unverified | 0 |
| Dynamic Time Warping based Adversarial Framework for Time-Series Domain | Jul 9, 2022 | Adversarial RobustnessDynamic Time Warping | CodeCode Available | 0 |
| How many perturbations break this model? Evaluating robustness beyond adversarial accuracy | Jul 8, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| On the Relationship Between Adversarial Robustness and Decision Region in Deep Neural Network | Jul 7, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Adversarial Robustness of Visual Dialog | Jul 6, 2022 | Adversarial RobustnessVisual Dialog | —Unverified | 0 |
| Adversarial Ensemble Training by Jointly Learning Label Dependencies and Member Models | Jun 29, 2022 | Adversarial RobustnessDiversity | CodeCode Available | 0 |
| IBP Regularization for Verified Adversarial Robustness via Branch-and-Bound | Jun 29, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Increasing Confidence in Adversarial Robustness Evaluations | Jun 28, 2022 | Adversarial Robustness | —Unverified | 0 |
| Robustness of Explanation Methods for NLP Models | Jun 24, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Adversarial Robustness of Deep Neural Networks: A Survey from a Formal Verification Perspective | Jun 24, 2022 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| On the Limitations of Stochastic Pre-processing Defenses | Jun 19, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Demystifying the Adversarial Robustness of Random Transformation Defenses | Jun 18, 2022 | Adversarial RobustnessAutonomous Vehicles | CodeCode Available | 0 |
| Existence and Minimax Theorems for Adversarial Surrogate Risks in Binary Classification | Jun 18, 2022 | Adversarial RobustnessBinary Classification | —Unverified | 0 |
| Adversarial Robustness is at Odds with Lazy Training | Jun 18, 2022 | Adversarial RobustnessLearning Theory | —Unverified | 0 |
| Analysis and Extensions of Adversarial Training for Video Classification | Jun 16, 2022 | Action RecognitionAdversarial Defense | CodeCode Available | 0 |
| Human Eyes Inspired Recurrent Neural Networks are More Robust Against Adversarial Noises | Jun 15, 2022 | Adversarial RobustnessFoveation | CodeCode Available | 0 |
| Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning | Jun 15, 2022 | Adversarial Robustnessclass-incremental learning | CodeCode Available | 0 |
| Hardening DNNs against Transfer Attacks during Network Compression using Greedy Adversarial Pruning | Jun 15, 2022 | Adversarial RobustnessQuantization | CodeCode Available | 0 |
| Fast and Reliable Evaluation of Adversarial Robustness with Minimum-Margin Attack | Jun 15, 2022 | Adversarial RobustnessComputational Efficiency | CodeCode Available | 0 |
| Exploring Adversarial Attacks and Defenses in Vision Transformers trained with DINO | Jun 14, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Efficiently Training Low-Curvature Neural Networks | Jun 14, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Towards Alternative Techniques for Improving Adversarial Robustness: Analysis of Adversarial Training at a Spectrum of Perturbations | Jun 13, 2022 | Adversarial RobustnessQuantization | CodeCode Available | 0 |
| Improving the Adversarial Robustness of NLP Models by Information Bottleneck | Jun 11, 2022 | Adversarial RobustnessSST-2 | CodeCode Available | 0 |
| Defending Adversarial Examples by Negative Correlation Ensemble | Jun 11, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Fundamental Limits in Formal Verification of Message-Passing Neural Networks | Jun 10, 2022 | Adversarial RobustnessClassification | —Unverified | 0 |
| Wavelet Regularization Benefits Adversarial Training | Jun 8, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| LADDER: Latent Boundary-guided Adversarial Training | Jun 8, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Improving Adversarial Robustness by Putting More Regularizations on Less Robust Samples | Jun 7, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Building Robust Ensembles via Margin Boosting | Jun 7, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| A Robust Backpropagation-Free Framework for Images | Jun 3, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection | Jun 2, 2022 | Adversarial RobustnessImage Segmentation | —Unverified | 0 |
| The robust way to stack and bag: the local Lipschitz way | Jun 1, 2022 | Adversarial Robustness | —Unverified | 0 |
| Sequential Bayesian Neural Subnetwork Ensembles | Jun 1, 2022 | Adversarial RobustnessOut-of-Distribution Detection | —Unverified | 0 |
