| Robust Adversarial Classification via Abstaining | Apr 6, 2021 | Adversarial RobustnessBinary Classification | —Unverified | 0 |
| Adversarial Attacks and Defenses for Speech Recognition Systems | Mar 31, 2021 | Adversarial RobustnessAutomatic Speech Recognition | —Unverified | 0 |
| Learning Lipschitz Feedback Policies from Expert Demonstrations: Closed-Loop Guarantees, Generalization and Robustness | Mar 30, 2021 | Adversarial RobustnessImitation Learning | —Unverified | 0 |
| Towards Understanding Adversarial Robustness of Optical Flow Networks | Mar 30, 2021 | Adversarial RobustnessOptical Flow Estimation | CodeCode Available | 0 |
| Class-Aware Robust Adversarial Training for Object Detection | Mar 30, 2021 | Adversarial RobustnessObject | —Unverified | 0 |
| On the Adversarial Robustness of Vision Transformers | Mar 29, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Ensemble-in-One: Learning Ensemble within Random Gated Networks for Enhanced Adversarial Robustness | Mar 27, 2021 | Adversarial Robustness | —Unverified | 0 |
| Drop-Bottleneck: Learning Discrete Compressed Representation for Noise-Robust Exploration | Mar 23, 2021 | Adversarial RobustnessDimensionality Reduction | CodeCode Available | 1 |
| Interpretable Deep Learning: Interpretation, Interpretability, Trustworthiness, and Beyond | Mar 19, 2021 | Adversarial RobustnessDeep Learning | CodeCode Available | 1 |
| Generating Adversarial Computer Programs using Optimized Obfuscations | Mar 18, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Constant Random Perturbations Provide Adversarial Robustness with Minimal Effect on Accuracy | Mar 15, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| A Unified Game-Theoretic Interpretation of Adversarial Robustness | Mar 12, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Improving Adversarial Robustness via Channel-wise Activation Suppressing | Mar 11, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Reframing Neural Networks: Deep Structure in Overcomplete Representations | Mar 10, 2021 | Adversarial RobustnessModel Selection | —Unverified | 0 |
| Constrained Learning with Non-Convex Losses | Mar 8, 2021 | Adversarial RobustnessFairness | —Unverified | 0 |
| Improving Transformation-based Defenses against Adversarial Examples with First-order Perturbations | Mar 8, 2021 | Adversarial Robustness | —Unverified | 0 |
| Consistency Regularization for Adversarial Robustness | Mar 8, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Improving Global Adversarial Robustness Generalization With Adversarially Trained GAN | Mar 8, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| CLAIMED, a visual and scalable component library for Trusted AI | Mar 4, 2021 | Adversarial RobustnessFairness | CodeCode Available | 2 |
| Structure-Preserving Progressive Low-rank Image Completion for Defending Adversarial Attacks | Mar 4, 2021 | Adversarial RobustnessLow-Rank Matrix Completion | —Unverified | 0 |
| Shift Invariance Can Reduce Adversarial Robustness | Mar 3, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Smoothness Analysis of Adversarial Training | Mar 2, 2021 | Adversarial Robustness | —Unverified | 0 |
| Evaluating the Robustness of Geometry-Aware Instance-Reweighted Adversarial Training | Mar 2, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Fixing Data Augmentation to Improve Adversarial Robustness | Mar 2, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| A Multiclass Boosting Framework for Achieving Fast and Provable Adversarial Robustness | Mar 1, 2021 | Adversarial RobustnessObject Recognition | —Unverified | 0 |
| Mind the box: l_1-APGD for sparse adversarial attacks on image classifiers | Mar 1, 2021 | Adversarial Robustness | —Unverified | 0 |
| Explaining Adversarial Vulnerability with a Data Sparsity Hypothesis | Mar 1, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Information Bottleneck | Feb 28, 2021 | Adversarial Robustness | —Unverified | 0 |
| Fast Minimum-norm Adversarial Attacks through Adaptive Norm Constraints | Feb 25, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 2 |
| Towards Robust Graph Contrastive Learning | Feb 25, 2021 | Adversarial RobustnessContrastive Learning | —Unverified | 0 |
| Multiplicative Reweighting for Robust Neural Network Optimization | Feb 24, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness with Non-uniform Perturbations | Feb 24, 2021 | Adversarial RobustnessMalware Classification | CodeCode Available | 0 |
| Non-Singular Adversarial Robustness of Neural Networks | Feb 23, 2021 | Adversarial RobustnessSensitivity | —Unverified | 0 |
| The Effects of Image Distribution and Task on Adversarial Robustness | Feb 21, 2021 | Adversarial RobustnessObject Recognition | —Unverified | 0 |
| On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning | Feb 20, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| A PAC-Bayes Analysis of Adversarial Robustness | Feb 19, 2021 | Adversarial RobustnessGeneralization Bounds | CodeCode Available | 0 |
| Center Smoothing: Certified Robustness for Networks with Structured Outputs | Feb 19, 2021 | Adversarial RobustnessDimensionality Reduction | CodeCode Available | 0 |
| Effective and Efficient Vote Attack on Capsule Networks | Feb 19, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Random Projections for Improved Adversarial Robustness | Feb 18, 2021 | Adversarial RobustnessDimensionality Reduction | —Unverified | 0 |
| Make Sure You're Unsure: A Framework for Verifying Probabilistic Specifications | Feb 18, 2021 | Adversarial RobustnessOut of Distribution (OOD) Detection | CodeCode Available | 1 |
| Bridging the Gap Between Adversarial Robustness and Optimization Bias | Feb 17, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Improving Hierarchical Adversarial Robustness of Deep Neural Networks | Feb 17, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| And/or trade-off in artificial neurons: impact on adversarial robustness | Feb 15, 2021 | Adversarial RobustnessBIG-bench Machine Learning | —Unverified | 0 |
| CAP-GAN: Towards Adversarial Robustness with Cycle-consistent Attentional Purification | Feb 15, 2021 | Adversarial AttackAdversarial Robustness | —Unverified | 0 |
| Guided Interpolation for Adversarial Training | Feb 15, 2021 | Adversarial Robustness | —Unverified | 0 |
| Data Quality Matters For Adversarial Training: An Empirical Study | Feb 15, 2021 | Adversarial Robustness | CodeCode Available | 0 |
| Generating Structured Adversarial Attacks Using Frank-Wolfe Method | Feb 15, 2021 | Adversarial Robustness | —Unverified | 0 |
| Exploring Adversarial Robustness of Deep Metric Learning | Feb 14, 2021 | Adversarial RobustnessMetric Learning | CodeCode Available | 0 |
| Adversarial Robustness: What fools you makes you stronger | Feb 10, 2021 | Adversarial RobustnessPAC learning | —Unverified | 0 |
| CIFS: Improving Adversarial Robustness of CNNs via Channel-wise Importance-based Feature Selection | Feb 10, 2021 | Adversarial Robustnessfeature selection | CodeCode Available | 1 |
