| CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models | Jun 9, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Multitask Learning Strengthens Adversarial Robustness | Jul 14, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness via Random Projection Filters | Jan 1, 2023 | Adversarial RobustnessAttribute | CodeCode Available | 1 | 5 |
| CBA: Contextual Background Attack against Optical Aerial Detection in the Physical World | Feb 27, 2023 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| NIC-RobustBench: A Comprehensive Open-Source Toolkit for Neural Image Compression and Robustness Analysis | Jun 23, 2025 | Adversarial RobustnessImage Compression | CodeCode Available | 1 | 5 |
| Cauchy-Schwarz Divergence Information Bottleneck for Regression | Apr 27, 2024 | Adversarial RobustnessInformation Plane | CodeCode Available | 1 | 5 |
| On Evaluating Adversarial Robustness of Volumetric Medical Segmentation Models | Jun 12, 2024 | Adversarial RobustnessMamba | CodeCode Available | 1 | 5 |
| Distance Learner: Incorporating Manifold Prior to Model Training | Jul 14, 2022 | Adversarial Robustnessmodel | CodeCode Available | 1 | 5 |
| Certified Adversarial Robustness via Randomized Smoothing | Feb 8, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| (Certified!!) Adversarial Robustness for Free! | Jun 21, 2022 | Adversarial RobustnessDenoising | CodeCode Available | 1 | 5 |
| Certified Training: Small Boxes are All You Need | Oct 10, 2022 | Adversarial RobustnessAll | CodeCode Available | 1 | 5 |
| Efficient Generation of Targeted and Transferable Adversarial Examples for Vision-Language Models Via Diffusion Models | Apr 16, 2024 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| CIFS: Improving Adversarial Robustness of CNNs via Channel-wise Importance-based Feature Selection | Feb 10, 2021 | Adversarial Robustnessfeature selection | CodeCode Available | 1 | 5 |
| CFA: Class-wise Calibrated Fair Adversarial Training | Mar 25, 2023 | Adversarial RobustnessFairness | 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 |
| AdvDrop: Adversarial Attack to DNNs by Dropping Information | Aug 20, 2021 | Adversarial AttackAdversarial Robustness | 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 |
| Adversarial Vertex Mixup: Toward Better Adversarially Robust Generalization | Mar 5, 2020 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 | 5 |
| Adversarial Visual Robustness by Causal Intervention | Jun 17, 2021 | Adversarial 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 Machine Learning: Bayesian Perspectives | Mar 7, 2020 | Adversarial RobustnessBIG-bench Machine Learning | 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 |
| Composite Adversarial Attacks | Dec 10, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| PeerAiD: Improving Adversarial Distillation from a Specialized Peer Tutor | Mar 11, 2024 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| AdvRush: Searching for Adversarially Robust Neural Architectures | Aug 3, 2021 | Adversarial RobustnessNeural Architecture Search | CodeCode Available | 1 | 5 |
| Consistency Regularization for Adversarial Robustness | Mar 8, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 | 5 |
| PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures | Dec 9, 2021 | Adversarial RobustnessAnomaly Detection | CodeCode Available | 1 | 5 |
| Evaluating and Improving Adversarial Robustness of Machine Learning-Based Network Intrusion Detectors | May 15, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| Pre-trained Model Guided Fine-Tuning for Zero-Shot Adversarial Robustness | Jan 9, 2024 | Adversarial RobustnessZero-shot Generalization | CodeCode Available | 1 | 5 |
| Adversarial Attack and Defense in Deep Ranking | Jun 7, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks | Feb 4, 2023 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Prompt Tuning for Vision-Language Models | Nov 19, 2023 | Adversarial 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 |
| ExCon: Explanation-driven Supervised Contrastive Learning for Image Classification | Nov 28, 2021 | Adversarial RobustnessClassification | 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 Reasoning at Jailbreaking Time | Feb 3, 2025 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Graph Robustness Benchmark: Benchmarking the Adversarial Robustness of Graph Machine Learning | Nov 8, 2021 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 | 5 |
| Adversarial Attack on Deep Learning-Based Splice Localization | Apr 17, 2020 | 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 |
| LyaNet: A Lyapunov Framework for Training Neural ODEs | Feb 5, 2022 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Regularization with Latent Space Virtual Adversarial Training | Nov 26, 2020 | Adversarial Robustnessimage-classification | CodeCode Available | 1 | 5 |
| A Light Recipe to Train Robust Vision Transformers | Sep 15, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 | 5 |
| Adversarial Robustification via Text-to-Image Diffusion Models | Jul 26, 2024 | Adversarial Robustnesszero-shot-classification | CodeCode Available | 1 | 5 |
| Decoupled Kullback-Leibler Divergence Loss | May 23, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Decoupled Adversarial Contrastive Learning for Self-supervised Adversarial Robustness | Jul 22, 2022 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 | 5 |
| Defense Against Adversarial Attacks on No-Reference Image Quality Models with Gradient Norm Regularization | Mar 18, 2024 | Adversarial RobustnessImage Quality Assessment | 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 |
| Robust Deep Reinforcement Learning through Bootstrapped Opportunistic Curriculum | Jun 21, 2022 | Adversarial RobustnessDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
