| Rethinking Classifier and Adversarial Attack | May 4, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| MIRST-DM: Multi-Instance RST with Drop-Max Layer for Robust Classification of Breast Cancer | May 2, 2022 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Flooding-X: Improving BERT’s Resistance to Adversarial Attacks via Loss-Restricted Fine-Tuning | May 1, 2022 | Adversarial Robustnesstext-classification | CodeCode Available | 1 |
| Towards Adversarially Robust Text Classifiers by Learning to Reweight Clean Examples | May 1, 2022 | Adversarial Robustness | —Unverified | 0 |
| Engineering flexible machine learning systems by traversing functionally-invariant paths | Apr 30, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| Adversarial Fine-tune with Dynamically Regulated Adversary | Apr 28, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| On Fragile Features and Batch Normalization in Adversarial Training | Apr 26, 2022 | Adversarial Robustness | —Unverified | 0 |
| Testing robustness of predictions of trained classifiers against naturally occurring perturbations | Apr 21, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Revisiting the Adversarial Robustness-Accuracy Tradeoff in Robot Learning | Apr 15, 2022 | Adversarial RobustnessAutonomous Driving | —Unverified | 0 |
| Planting Undetectable Backdoors in Machine Learning Models | Apr 14, 2022 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| Q-TART: Quickly Training for Adversarial Robustness and in-Transferability | Apr 14, 2022 | Adversarial Robustness | —Unverified | 0 |
| From Environmental Sound Representation to Robustness of 2D CNN Models Against Adversarial Attacks | Apr 14, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| A Simple Approach to Adversarial Robustness in Few-shot Image Classification | Apr 11, 2022 | Adversarial RobustnessFew-Shot Image Classification | CodeCode Available | 0 |
| Evaluating the Adversarial Robustness for Fourier Neural Operators | Apr 8, 2022 | Adversarial Robustnessscientific discovery | —Unverified | 0 |
| Masking Adversarial Damage: Finding Adversarial Saliency for Robust and Sparse Network | Apr 6, 2022 | Adversarial RobustnessModel Compression | CodeCode Available | 1 |
| Distilling Robust and Non-Robust Features in Adversarial Examples by Information Bottleneck | Apr 6, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness through the Lens of Convolutional Filters | Apr 5, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Hear No Evil: Towards Adversarial Robustness of Automatic Speech Recognition via Multi-Task Learning | Apr 5, 2022 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| SkeleVision: Towards Adversarial Resiliency of Person Tracking with Multi-Task Learning | Apr 2, 2022 | Adversarial RobustnessAutonomous Driving | CodeCode Available | 0 |
| Scalable Whitebox Attacks on Tree-based Models | Mar 31, 2022 | Adversarial Robustness | —Unverified | 0 |
| How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective | Mar 27, 2022 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
| A Perturbation-Constrained Adversarial Attack for Evaluating the Robustness of Optical Flow | Mar 24, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| On the (Non-)Robustness of Two-Layer Neural Networks in Different Learning Regimes | Mar 22, 2022 | Adversarial Robustness | —Unverified | 0 |
| Robustness through Cognitive Dissociation Mitigation in Contrastive Adversarial Training | Mar 16, 2022 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| Provable Adversarial Robustness for Fractional Lp Threat Models | Mar 16, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness | Mar 15, 2022 | Adversarial RobustnessData Augmentation | —Unverified | 0 |
| On the benefits of knowledge distillation for adversarial robustness | Mar 14, 2022 | Adversarial RobustnessKnowledge Distillation | —Unverified | 0 |
| Defending From Physically-Realizable Adversarial Attacks Through Internal Over-Activation Analysis | Mar 14, 2022 | Adversarial Robustnessobject-detection | —Unverified | 0 |
| Perception Over Time: Temporal Dynamics for Robust Image Understanding | Mar 11, 2022 | Adversarial Robustness | —Unverified | 0 |
| Practical Evaluation of Adversarial Robustness via Adaptive Auto Attack | Mar 10, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| Joint rotational invariance and adversarial training of a dual-stream Transformer yields state of the art Brain-Score for Area V4 | Mar 8, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| ImageNet-Patch: A Dataset for Benchmarking Machine Learning Robustness against Adversarial Patches | Mar 7, 2022 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Hybrid Deep Learning Model using SPCAGAN Augmentation for Insider Threat Analysis | Mar 6, 2022 | Adversarial RobustnessAnomaly Detection | —Unverified | 0 |
| Adversarial Robustness of Neural-Statistical Features in Detection of Generative Transformers | Mar 2, 2022 | Adversarial RobustnessAdversarial Text | CodeCode Available | 0 |
| Enhancing Adversarial Robustness for Deep Metric Learning | Mar 2, 2022 | Adversarial RobustnessMetric Learning | CodeCode Available | 1 |
| Neuro-Symbolic Verification of Deep Neural Networks | Mar 2, 2022 | Adversarial RobustnessFairness | CodeCode Available | 0 |
| Global-Local Regularization Via Distributional Robustness | Mar 1, 2022 | Adversarial RobustnessDomain Adaptation | CodeCode Available | 0 |
| Evaluating the Adversarial Robustness of Adaptive Test-time Defenses | Feb 28, 2022 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
| Adversarial robustness of sparse local Lipschitz predictors | Feb 26, 2022 | Adversarial Robustness | —Unverified | 0 |
| Understanding Adversarial Robustness from Feature Maps of Convolutional Layers | Feb 25, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Improving Robustness of Convolutional Neural Networks Using Element-Wise Activation Scaling | Feb 24, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Semi-Implicit Hybrid Gradient Methods with Application to Adversarial Robustness | Feb 21, 2022 | Adversarial Robustness | —Unverified | 0 |
| Transferring Adversarial Robustness Through Robust Representation Matching | Feb 21, 2022 | Adversarial Robustness | CodeCode Available | 0 |
| Exploring Adversarially Robust Training for Unsupervised Domain Adaptation | Feb 18, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Mitigating Closed-model Adversarial Examples with Bayesian Neural Modeling for Enhanced End-to-End Speech Recognition | Feb 17, 2022 | Adversarial RobustnessAutomatic Speech Recognition | —Unverified | 0 |
| Holistic Adversarial Robustness of Deep Learning Models | Feb 15, 2022 | Adversarial RobustnessDeep Learning | —Unverified | 0 |
| Unreasonable Effectiveness of Last Hidden Layer Activations for Adversarial Robustness | Feb 15, 2022 | Adversarial Robustness | —Unverified | 0 |
| StratDef: Strategic Defense Against Adversarial Attacks in ML-based Malware Detection | Feb 15, 2022 | Adversarial RobustnessMalware Detection | —Unverified | 0 |
| Finding Dynamics Preserving Adversarial Winning Tickets | Feb 14, 2022 | Adversarial Robustness | —Unverified | 0 |
| Unlabeled Data Help: Minimax Analysis and Adversarial Robustness | Feb 14, 2022 | Adversarial RobustnessSelf-Supervised Learning | —Unverified | 0 |
