| Removing Batch Normalization Boosts Adversarial Training | Jul 4, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| IBP Regularization for Verified Adversarial Robustness via Branch-and-Bound | Jun 29, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Ensemble Training by Jointly Learning Label Dependencies and Member Models | Jun 29, 2022 | Adversarial RobustnessDiversity | CodeCode Available | 0 |
| Increasing Confidence in Adversarial Robustness Evaluations | Jun 28, 2022 | Adversarial 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 |
| Robustness of Explanation Methods for NLP Models | Jun 24, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Robust Deep Reinforcement Learning through Bootstrapped Opportunistic Curriculum | Jun 21, 2022 | Adversarial RobustnessDeep Reinforcement Learning | CodeCode Available | 1 |
| (Certified!!) Adversarial Robustness for Free! | Jun 21, 2022 | Adversarial RobustnessDenoising | CodeCode Available | 1 |
| Towards Adversarial Attack on Vision-Language Pre-training Models | Jun 19, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| 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 |
| Adversarial Robustness is at Odds with Lazy Training | Jun 18, 2022 | Adversarial RobustnessLearning Theory | —Unverified | 0 |
| Existence and Minimax Theorems for Adversarial Surrogate Risks in Binary Classification | Jun 18, 2022 | Adversarial RobustnessBinary Classification | —Unverified | 0 |
| Understanding Robust Overfitting of Adversarial Training and Beyond | Jun 17, 2022 | Adversarial RobustnessData Ablation | CodeCode Available | 1 |
| 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 |
| Fast and Reliable Evaluation of Adversarial Robustness with Minimum-Margin Attack | Jun 15, 2022 | Adversarial RobustnessComputational Efficiency | CodeCode Available | 0 |
| Hardening DNNs against Transfer Attacks during Network Compression using Greedy Adversarial Pruning | Jun 15, 2022 | Adversarial RobustnessQuantization | CodeCode Available | 0 |
| Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning | Jun 15, 2022 | Adversarial Robustnessclass-incremental learning | CodeCode Available | 0 |
| Efficiently Training Low-Curvature Neural Networks | Jun 14, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Exploring Adversarial Attacks and Defenses in Vision Transformers trained with DINO | Jun 14, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Vulnerability of Randomized Ensembles | Jun 14, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Towards Alternative Techniques for Improving Adversarial Robustness: Analysis of Adversarial Training at a Spectrum of Perturbations | Jun 13, 2022 | Adversarial RobustnessQuantization | CodeCode Available | 0 |
| Defending Adversarial Examples by Negative Correlation Ensemble | Jun 11, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Improving the Adversarial Robustness of NLP Models by Information Bottleneck | Jun 11, 2022 | Adversarial RobustnessSST-2 | CodeCode Available | 0 |
| Fundamental Limits in Formal Verification of Message-Passing Neural Networks | Jun 10, 2022 | Adversarial RobustnessClassification | —Unverified | 0 |
| CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models | Jun 9, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| 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 |
| Building Robust Ensembles via Margin Boosting | Jun 7, 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 |
| 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 |
| Level Up with ML Vulnerability Identification: Leveraging Domain Constraints in Feature Space for Robust Android Malware Detection | May 30, 2022 | Adversarial RobustnessAndroid Malware Detection | CodeCode Available | 0 |
| CalFAT: Calibrated Federated Adversarial Training with Label Skewness | May 30, 2022 | Adversarial RobustnessFederated Learning | CodeCode Available | 0 |
| Exposing Fine-Grained Adversarial Vulnerability of Face Anti-Spoofing Models | May 30, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Semi-supervised Semantics-guided Adversarial Training for Trajectory Prediction | May 27, 2022 | Adversarial RobustnessDecision Making | —Unverified | 0 |
| Functional Network: A Novel Framework for Interpretability of Deep Neural Networks | May 24, 2022 | Adversarial RobustnessTopological Data Analysis | —Unverified | 0 |
| Squeeze Training for Adversarial Robustness | May 23, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Hierarchical Distribution-Aware Testing of Deep Learning | May 17, 2022 | Adversarial RobustnessData Compression | CodeCode Available | 0 |
| Exploiting the Relationship Between Kendall's Rank Correlation and Cosine Similarity for Attribution Protection | May 15, 2022 | Adversarial Robustness | —Unverified | 0 |
| Evaluating Membership Inference Through Adversarial Robustness | May 14, 2022 | Adversarial RobustnessDeep Learning | CodeCode Available | 0 |
| Sibylvariant Transformations for Robust Text Classification | May 10, 2022 | Adversarial RobustnessDefect Detection | CodeCode Available | 0 |
| Structural Extensions of Basis Pursuit: Guarantees on Adversarial Robustness | May 5, 2022 | Adversarial Robustness | —Unverified | 0 |
| Can collaborative learning be private, robust and scalable? | May 5, 2022 | Adversarial RobustnessFederated Learning | —Unverified | 0 |
| CE-based white-box adversarial attacks will not work using super-fitting | May 4, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Towards Theoretical Analysis of Transformation Complexity of ReLU DNNs | May 4, 2022 | Adversarial RobustnessDisentanglement | CodeCode Available | 0 |
| FedNest: Federated Bilevel, Minimax, and Compositional Optimization | May 4, 2022 | Adversarial RobustnessHyperparameter Optimization | CodeCode Available | 1 |
