| Provable Defense Against Clustering Attacks on 3D Point Clouds | Nov 22, 2021 | Adversarial RobustnessClustering | —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 |
| 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 |
| Pareto Adversarial Robustness: Balancing Spatial Robustness and Sensitivity-based Robustness | Nov 3, 2021 | Adversarial RobustnessSensitivity | —Unverified | 0 |
| 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 |
| 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 |
| Binarized ResNet: Enabling Robust Automatic Modulation Classification at the resource-constrained Edge | Oct 27, 2021 | Adversarial RobustnessBinarization | —Unverified | 0 |
| Towards Evaluating the Robustness of Neural Networks Learned by Transduction | Oct 27, 2021 | Adversarial RobustnessBilevel Optimization | CodeCode Available | 0 |
| A Frequency Perspective of Adversarial Robustness | Oct 26, 2021 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Robustness in Multi-Task Learning: Promises and Illusions | Oct 26, 2021 | Adversarial RobustnessMulti-Task Learning | CodeCode Available | 0 |
| Adversarial robustness for latent models: Revisiting the robust-standard accuracies tradeoff | Oct 22, 2021 | Adversarial RobustnessBinary Classification | —Unverified | 0 |
| How and When Adversarial Robustness Transfers in Knowledge Distillation? | Oct 22, 2021 | Adversarial RobustnessKnowledge Distillation | —Unverified | 0 |
| Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness | Oct 21, 2021 | Adversarial RobustnessCombinatorial Optimization | —Unverified | 0 |
| On the Sensitivity and Stability of Model Interpretations | Oct 16, 2021 | Adversarial RobustnessDependency Parsing | —Unverified | 0 |
| A Framework for Verification of Wasserstein Adversarial Robustness | Oct 13, 2021 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Model-Agnostic Meta-Attack: Towards Reliable Evaluation of Adversarial Robustness | Oct 13, 2021 | Adversarial Robustness | —Unverified | 0 |
| Are models trained on temporally-continuous data streams more adversarially robust? | Oct 12, 2021 | Adversarial Robustness | —Unverified | 0 |
| Evaluating the Adversarial Robustness of a Foveated Texture Transform Module in a CNN | Oct 12, 2021 | Adversarial RobustnessFoveation | —Unverified | 0 |
| Gated Information Bottleneck for Generalization in Sequential Environments | Oct 12, 2021 | Adversarial RobustnessOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Parameterizing Activation Functions for Adversarial Robustness | Oct 11, 2021 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Training for Face Recognition Systems using Contrastive Adversarial Learning and Triplet Loss Fine-tuning | Oct 9, 2021 | Adversarial RobustnessFace Recognition | —Unverified | 0 |
| Observations on K-image Expansion of Image-Mixing Augmentation for Classification | Oct 8, 2021 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| Adversarial Robustness of Program Synthesis Models | Oct 8, 2021 | Adversarial RobustnessProgram Synthesis | —Unverified | 0 |
| Improving Adversarial Robustness for Free with Snapshot Ensemble | Oct 7, 2021 | Adversarial Robustness | —Unverified | 0 |
| Adversarial Robustness Verification and Attack Synthesis in Stochastic Systems | Oct 5, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness via Adaptive Label Smoothing | Sep 29, 2021 | Adversarial Robustness | —Unverified | 0 |
| Empirical Study of the Decision Region and Robustness in Deep Neural Networks | Sep 29, 2021 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| An Empirical Study of Accuracy, Fairness, Explainability, Distributional Robustness, and Adversarial Robustness | Sep 29, 2021 | Adversarial RobustnessFairness | —Unverified | 0 |
| Efficient Certification for Probabilistic Robustness | Sep 29, 2021 | Adversarial Robustness | —Unverified | 0 |
| Function-Space Variational Inference for Deep Bayesian Classification | Sep 29, 2021 | Adversarial RobustnessClassification | —Unverified | 0 |
| GARNET: A Spectral Approach to Robust and Scalable Graph Neural Networks | Sep 29, 2021 | Adversarial RobustnessGraph Embedding | —Unverified | 0 |
| Provably Robust Transfer | Sep 29, 2021 | Adversarial RobustnessTransfer Learning | —Unverified | 0 |
| Does Adversarial Robustness Really Imply Backdoor Vulnerability? | Sep 29, 2021 | Adversarial Robustness | —Unverified | 0 |
| Dissecting Local Properties of Adversarial Examples | Sep 29, 2021 | Adversarial Robustness | —Unverified | 0 |
| Delving into Feature Space: Improving Adversarial Robustness by Feature Spectral Regularization | Sep 29, 2021 | Adversarial RobustnessAttribute | —Unverified | 0 |
| Use of small auxiliary networks and scarce data to improve the adversarial robustness of deep learning models | Sep 29, 2021 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| Resilience to Multiple Attacks via Adversarially Trained MIMO Ensembles | Sep 29, 2021 | Adversarial Robustness | —Unverified | 0 |
| Certified Adversarial Robustness Under the Bounded Support Set | Sep 29, 2021 | Adversarial Robustness | —Unverified | 0 |
| Learning Sample Reweighting for Adversarial Robustness | Sep 29, 2021 | Adversarial RobustnessBilevel Optimization | —Unverified | 0 |
| Towards Achieving Adversarial Robustness Beyond Perceptual Limits | Sep 29, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| k-Mixup Regularization for Deep Learning via Optimal Transport | Sep 29, 2021 | Adversarial RobustnessDeep Learning | —Unverified | 0 |
| Biased Multi-Domain Adversarial Training | Sep 29, 2021 | Adversarial Robustness | —Unverified | 0 |
| Two Souls in an Adversarial Image: Towards Universal Adversarial Example Detection using Multi-view Inconsistency | Sep 25, 2021 | Adversarial Attack DetectionAdversarial Defense | CodeCode Available | 0 |
| CC-Cert: A Probabilistic Approach to Certify General Robustness of Neural Networks | Sep 22, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Robust Physical-World Attacks on Face Recognition | Sep 20, 2021 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |