| Benchmarking Adversarial Robustness on Image Classification | Jun 1, 2020 | Adversarial AttackAdversarial Robustness | 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 |
| Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness | Apr 30, 2020 | Adversarial 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 |
| ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection | Mar 12, 2020 | Adversarial RobustnessNovelty Detection | CodeCode Available | 1 | 5 |
| Fast and Low-Cost Genomic Foundation Models via Outlier Removal | May 1, 2025 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| AdvDrop: Adversarial Attack to DNNs by Dropping Information | Aug 20, 2021 | 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 |
| Achieving robustness in classification using optimal transport with hinge regularization | Jun 11, 2020 | Adversarial RobustnessBinary Classification | 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 |
| Are socially-aware trajectory prediction models really socially-aware? | Aug 24, 2021 | Adversarial RobustnessAutonomous Navigation | CodeCode Available | 1 | 5 |
| Are Transformers More Robust Than CNNs? | Nov 10, 2021 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| FlowPure: Continuous Normalizing Flows for Adversarial Purification | May 19, 2025 | Adversarial PurificationAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Attack and Defense in Deep Ranking | Jun 7, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Prompt Tuning for Vision-Language Models | Nov 19, 2023 | Adversarial Robustness | 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 |
| Adversarial Reasoning at Jailbreaking Time | Feb 3, 2025 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Attack on Deep Learning-Based Splice Localization | Apr 17, 2020 | 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 |
| Adversarial Robustification via Text-to-Image Diffusion Models | Jul 26, 2024 | Adversarial Robustnesszero-shot-classification | CodeCode Available | 1 | 5 |
| Graph Robustness Benchmark: Benchmarking the Adversarial Robustness of Graph Machine Learning | Nov 8, 2021 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 | 5 |
| Hold me tight! Influence of discriminative features on deep network boundaries | Feb 15, 2020 | 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 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 Robustness Against the Union of Multiple Perturbation Models | Sep 9, 2019 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| DRSM: De-Randomized Smoothing on Malware Classifier Providing Certified Robustness | Mar 20, 2023 | Adversarial RobustnessMalware Detection | CodeCode Available | 1 | 5 |
| Bag of Tricks for Adversarial Training | Oct 1, 2020 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 | 5 |
| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 | 5 |
| Adversarial Attacks on ML Defense Models Competition | Oct 15, 2021 | Adversarial AttackAdversarial Robustness | 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 |
| Adversarial Robustness of Deep Convolutional Candlestick Learner | May 29, 2020 | 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 |
| A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective | Aug 21, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 | 5 |
| Adversarial Robustness Limits via Scaling-Law and Human-Alignment Studies | Apr 14, 2024 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness for Code | Feb 11, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| A Unified Game-Theoretic Interpretation of Adversarial Robustness | Nov 5, 2021 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness as a Prior for Learned Representations | Jun 3, 2019 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness on In- and Out-Distribution Improves Explainability | Mar 20, 2020 | Adversarial Robustnessimage-classification | CodeCode Available | 1 | 5 |
| Adversarial Robustness of Representation Learning for Knowledge Graphs | Sep 30, 2022 | Adversarial RobustnessData Poisoning | CodeCode Available | 1 | 5 |
| Benchmarking and Analyzing Robust Point Cloud Recognition: Bag of Tricks for Defending Adversarial Examples | Jul 31, 2023 | Adversarial RobustnessBenchmarking | 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 Robustness of Bottleneck Injected Deep Neural Networks for Task-Oriented Communication | Dec 13, 2024 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Contrastive Learning via Asymmetric InfoNCE | Jul 18, 2022 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 | 5 |
| CARBEN: Composite Adversarial Robustness Benchmark | Jul 16, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| 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 |
| Adversarial Robustness under Long-Tailed Distribution | Apr 6, 2021 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness in Graph Neural Networks: A Hamiltonian Approach | Oct 10, 2023 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Certified Adversarial Robustness via Randomized Smoothing | Feb 8, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Attacks on Graph Classifiers via Bayesian Optimisation | Dec 1, 2021 | Adversarial RobustnessBayesian Optimisation | CodeCode Available | 1 | 5 |
