| Adversarial Robustness against Multiple and Single l_p-Threat Models via Quick Fine-Tuning of Robust Classifiers | May 26, 2021 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Attacks on Graph Classification via Bayesian Optimisation | Nov 4, 2021 | Adversarial RobustnessBayesian Optimisation | CodeCode Available | 1 | 5 |
| Adversarial Robustness Against the Union of Multiple Perturbation Models | Sep 9, 2019 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Ensemble everything everywhere: Multi-scale aggregation for adversarial robustness | Aug 8, 2024 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness as a Prior for Learned Representations | Jun 3, 2019 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Explainability-Aware One Point Attack for Point Cloud Neural Networks | Oct 8, 2021 | 3D Object RecognitionAdversarial Robustness | CodeCode Available | 1 | 5 |
| Fast and Low-Cost Genomic Foundation Models via Outlier Removal | May 1, 2025 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Evaluating the Adversarial Robustness of Adaptive Test-time Defenses | Feb 28, 2022 | Adversarial Robustnessimage-classification | CodeCode Available | 1 | 5 |
| Adversarial Attacks on Graph Classifiers via Bayesian Optimisation | Dec 1, 2021 | Adversarial RobustnessBayesian Optimisation | CodeCode Available | 1 | 5 |
| ExCon: Explanation-driven Supervised Contrastive Learning for Image Classification | Nov 28, 2021 | Adversarial RobustnessClassification | CodeCode Available | 1 | 5 |
| Exploring Adversarial Robustness of Deep State Space Models | Jun 8, 2024 | Adversarial RobustnessState Space Models | CodeCode Available | 1 | 5 |
| Exploring and Exploiting Decision Boundary Dynamics for Adversarial Robustness | Feb 6, 2023 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness Against the Union of Multiple Threat Models | Jan 1, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| CARBEN: Composite Adversarial Robustness Benchmark | Jul 16, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning | Jun 18, 2021 | Adversarial RobustnessFederated Learning | CodeCode Available | 1 | 5 |
| A Self-supervised Approach for Adversarial Robustness | Jun 8, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 | 5 |
| Adversarial Robustness Comparison of Vision Transformer and MLP-Mixer to CNNs | Oct 6, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Fixing Data Augmentation to Improve Adversarial Robustness | Mar 2, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 | 5 |
| Adversarial Attacks on ML Defense Models Competition | Oct 15, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| FlowPure: Continuous Normalizing Flows for Adversarial Purification | May 19, 2025 | Adversarial PurificationAdversarial Robustness | CodeCode Available | 1 | 5 |
| Explainability and Adversarial Robustness for RNNs | Dec 20, 2019 | Adversarial RobustnessFeature Importance | CodeCode Available | 1 | 5 |
| An Orthogonal Classifier for Improving the Adversarial Robustness of Neural Networks | May 19, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Fast and Scalable Adversarial Training of Kernel SVM via Doubly Stochastic Gradients | Jul 21, 2021 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Attacks Which Do Not Kill Training Make Adversarial Learning Stronger | Feb 26, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Generalized Real-World Super-Resolution through Adversarial Robustness | Aug 25, 2021 | Adversarial RobustnessSuper-Resolution | CodeCode Available | 1 | 5 |
| HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness | Jul 21, 2023 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 | 5 |
| A Unified Game-Theoretic Interpretation of Adversarial Robustness | Nov 5, 2021 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| A Perturbation-Constrained Adversarial Attack for Evaluating the Robustness of Optical Flow | Mar 24, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| A Pilot Study of Query-Free Adversarial Attack against Stable Diffusion | Mar 29, 2023 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| BadPart: Unified Black-box Adversarial Patch Attacks against Pixel-wise Regression Tasks | Apr 1, 2024 | Adversarial RobustnessAutonomous Driving | CodeCode Available | 1 | 5 |
| Hold me tight! Influence of discriminative features on deep network boundaries | Feb 15, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Holistic Deep Learning | Oct 29, 2021 | Adversarial RobustnessDeep Learning | CodeCode Available | 1 | 5 |
| Bag of Tricks for Adversarial Training | Oct 1, 2020 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 | 5 |
| Benchmarking Adversarial Robustness on Image Classification | Jun 1, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection | Mar 12, 2020 | Adversarial RobustnessNovelty Detection | CodeCode Available | 1 | 5 |
| How Robust is Google's Bard to Adversarial Image Attacks? | Sep 21, 2023 | Adversarial RobustnessChatbot | CodeCode Available | 1 | 5 |
| Mitigating Adversarial Vulnerability through Causal Parameter Estimation by Adversarial Double Machine Learning | Jul 14, 2023 | Adversarial Robustnessparameter estimation | CodeCode Available | 1 | 5 |
| Better Robustness by More Coverage: Adversarial Training with Mixup Augmentation for Robust Fine-tuning | Dec 31, 2020 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 | 5 |
| Adversarial Contrastive Learning via Asymmetric InfoNCE | Jul 18, 2022 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 | 5 |
| HypMix: Hyperbolic Interpolative Data Augmentation | Nov 1, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 | 5 |
| Improve robustness of DNN for ECG signal classification:a noise-to-signal ratio perspective | May 18, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Improving Adversarial Robustness by Enforcing Local and Global Compactness | Jul 10, 2020 | Adversarial RobustnessClustering | CodeCode Available | 1 | 5 |
| A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal Classification | Oct 19, 2021 | Adversarial RobustnessClassification | CodeCode Available | 1 | 5 |
| Improving Adversarial Robustness Requires Revisiting Misclassified Examples | May 1, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Improving Adversarial Robustness via Mutual Information Estimation | Jul 25, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Certifiably Adversarially Robust Detection of Out-of-Distribution Data | Jul 16, 2020 | Adversarial RobustnessOut of Distribution (OOD) Detection | CodeCode Available | 1 | 5 |
| Adversarial Robustness in Graph Neural Networks: A Hamiltonian Approach | Oct 10, 2023 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Are socially-aware trajectory prediction models really socially-aware? | Aug 24, 2021 | Adversarial RobustnessAutonomous Navigation | CodeCode Available | 1 | 5 |
| Improving the Accuracy-Robustness Trade-Off of Classifiers via Adaptive Smoothing | Jan 29, 2023 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Towards Physically Realizable Adversarial Attacks in Embodied Vision Navigation | Sep 16, 2024 | Adversarial Robustnessobject-detection | CodeCode Available | 1 | 5 |
