| Bag of Tricks for Adversarial Training | Oct 1, 2020 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 | 5 |
| CausalAdv: Adversarial Robustness through the Lens of Causality | Jun 11, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| CARBEN: Composite Adversarial Robustness Benchmark | Jul 16, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Achieving robustness in classification using optimal transport with hinge regularization | Jun 11, 2020 | Adversarial RobustnessBinary Classification | CodeCode Available | 1 | 5 |
| GenoArmory: A Unified Evaluation Framework for Adversarial Attacks on Genomic Foundation Models | May 16, 2025 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 | 5 |
| Adversarial Robustness via Random Projection Filters | Jan 1, 2023 | Adversarial RobustnessAttribute | CodeCode Available | 1 | 5 |
| Adversarial Attack and Defense in Deep Ranking | Jun 7, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Attack and Defense Strategies for Deep Speaker Recognition Systems | Aug 18, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Attack on Deep Learning-Based Splice Localization | Apr 17, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data | Jun 2, 2024 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Decision-based Black-box Attack Against Vision Transformers via Patch-wise Adversarial Removal | Dec 7, 2021 | Adversarial RobustnessSensitivity | CodeCode Available | 1 | 5 |
| Adversarial Attacks on Graph Classification via Bayesian Optimisation | Nov 4, 2021 | Adversarial RobustnessBayesian Optimisation | CodeCode Available | 1 | 5 |
| ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection | Mar 12, 2020 | Adversarial RobustnessNovelty Detection | 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 Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal Classification | Oct 19, 2021 | Adversarial RobustnessClassification | 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 |
| Adversarial Contrastive Learning via Asymmetric InfoNCE | Jul 18, 2022 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 | 5 |
| Adversarial Pruning: A Survey and Benchmark of Pruning Methods for Adversarial Robustness | Sep 2, 2024 | Adversarial RobustnessNetwork Pruning | CodeCode Available | 1 | 5 |
| Are socially-aware trajectory prediction models really socially-aware? | Aug 24, 2021 | Adversarial RobustnessAutonomous Navigation | CodeCode Available | 1 | 5 |
| Adversarial Machine Learning: Bayesian Perspectives | Mar 7, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| AdvRush: Searching for Adversarially Robust Neural Architectures | Aug 3, 2021 | Adversarial RobustnessNeural Architecture Search | CodeCode Available | 1 | 5 |
| Adversarial Prompt Tuning for Vision-Language Models | Nov 19, 2023 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| 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 |
| An Adaptive Orthogonal Convolution Scheme for Efficient and Flexible CNN Architectures | Jan 14, 2025 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Image Color Transformations in Explicit Color Filter Space | Nov 12, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Reasoning at Jailbreaking Time | Feb 3, 2025 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustification via Text-to-Image Diffusion Models | Jul 26, 2024 | Adversarial Robustnesszero-shot-classification | 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 |
| AGKD-BML: Defense Against Adversarial Attack by Attention Guided Knowledge Distillation and Bi-directional Metric Learning | Aug 13, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial vulnerability of powerful near out-of-distribution detection | Jan 18, 2022 | Adversarial RobustnessOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Adversarial Vulnerability of Randomized Ensembles | Jun 14, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness Against the Union of Multiple Threat Models | Jan 1, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness for Code | Feb 11, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective | Aug 21, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 | 5 |
| Adversarial Attacks on ML Defense Models Competition | Oct 15, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| A Unified Game-Theoretic Interpretation of Adversarial Robustness | Nov 5, 2021 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models | Nov 4, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Guardians of Image Quality: Benchmarking Defenses Against Adversarial Attacks on Image Quality Metrics | Aug 2, 2024 | Adversarial AttackAdversarial Purification | CodeCode Available | 1 | 5 |
| Benchmarking Adversarial Robustness on Image Classification | Jun 1, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning | Mar 28, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarially-Aware Robust Object Detector | Jul 13, 2022 | Adversarial RobustnessObject | CodeCode Available | 1 | 5 |
| Adversarial Robustness in Graph Neural Networks: A Hamiltonian Approach | Oct 10, 2023 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness of Bottleneck Injected Deep Neural Networks for Task-Oriented Communication | Dec 13, 2024 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness Limits via Scaling-Law and Human-Alignment Studies | Apr 14, 2024 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarially Robust Distillation | May 23, 2019 | Adversarial RobustnessKnowledge Distillation | CodeCode Available | 1 | 5 |
| DRSM: De-Randomized Smoothing on Malware Classifier Providing Certified Robustness | Mar 20, 2023 | Adversarial RobustnessMalware Detection | CodeCode Available | 1 | 5 |
| Adversarial Robustness on In- and Out-Distribution Improves Explainability | Mar 20, 2020 | Adversarial Robustnessimage-classification | CodeCode Available | 1 | 5 |
| Adversarial Training of Self-supervised Monocular Depth Estimation against Physical-World Attacks | Jan 31, 2023 | Adversarial RobustnessAutonomous Driving | CodeCode Available | 1 | 5 |
| (Certified!!) Adversarial Robustness for Free! | Jun 21, 2022 | Adversarial RobustnessDenoising | CodeCode Available | 1 | 5 |
| Adversarial Training with Complementary Labels: On the Benefit of Gradually Informative Attacks | Nov 1, 2022 | Adversarial RobustnessPseudo Label | CodeCode Available | 1 | 5 |
