| Distilling Robust and Non-Robust Features in Adversarial Examples by Information Bottleneck | Apr 6, 2022 | 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 |
| Drop-Bottleneck: Learning Discrete Compressed Representation for Noise-Robust Exploration | Mar 23, 2021 | Adversarial RobustnessDimensionality Reduction | CodeCode Available | 1 | 5 |
| Efficient Exact Verification of Binarized Neural Networks | May 7, 2020 | 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 |
| Eliminating Catastrophic Overfitting Via Abnormal Adversarial Examples Regularization | Apr 11, 2024 | 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 |
| Enhancing Adversarial Robustness for Deep Metric Learning | Mar 2, 2022 | Adversarial RobustnessMetric Learning | CodeCode Available | 1 | 5 |
| Adversarial Robustness of Deep Convolutional Candlestick Learner | May 29, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| On the Adversarial Robustness of Vision Transformers | Mar 29, 2021 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Are Transformers More Robust Than CNNs? | Nov 10, 2021 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Evaluating the Adversarial Robustness of Adaptive Test-time Defenses | Feb 28, 2022 | Adversarial Robustnessimage-classification | CodeCode Available | 1 | 5 |
| Certified Training: Small Boxes are All You Need | Oct 10, 2022 | Adversarial RobustnessAll | 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 |
| A Pilot Study of Query-Free Adversarial Attack against Stable Diffusion | Mar 29, 2023 | Adversarial AttackAdversarial 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 |
| ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection | Mar 12, 2020 | Adversarial RobustnessNovelty Detection | CodeCode Available | 1 | 5 |
| Are socially-aware trajectory prediction models really socially-aware? | Aug 24, 2021 | Adversarial RobustnessAutonomous Navigation | CodeCode Available | 1 | 5 |
| Certified Adversarial Robustness via Randomized Smoothing | Feb 8, 2019 | Adversarial DefenseAdversarial 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 |
| FedNest: Federated Bilevel, Minimax, and Compositional Optimization | May 4, 2022 | Adversarial RobustnessHyperparameter Optimization | CodeCode Available | 1 | 5 |
| Few-Shot Adversarial Prompt Learning on Vision-Language Models | Mar 21, 2024 | Adversarial RobustnessAdversarial Text | CodeCode Available | 1 | 5 |
| Flooding-X: Improving BERT’s Resistance to Adversarial Attacks via Loss-Restricted Fine-Tuning | May 1, 2022 | Adversarial Robustnesstext-classification | 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 |
| Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models | Nov 4, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| CFA: Class-wise Calibrated Fair Adversarial Training | Mar 25, 2023 | Adversarial RobustnessFairness | CodeCode Available | 1 | 5 |
| Adversarial Robustness of Representation Learning for Knowledge Graphs | Sep 30, 2022 | Adversarial RobustnessData Poisoning | 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 |
| Adversarial Robustness via Random Projection Filters | Jan 1, 2023 | Adversarial RobustnessAttribute | CodeCode Available | 1 | 5 |
| Helper-based Adversarial Training: Reducing Excessive Margin to Achieve a Better Accuracy vs. Robustness Trade-off | Jun 18, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| A Self-supervised Approach for Adversarial Robustness | Jun 8, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 | 5 |
| Hold me tight! Influence of discriminative features on deep network boundaries | Feb 15, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarially-Aware Robust Object Detector | Jul 13, 2022 | Adversarial RobustnessObject | 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 |
| Attacks Which Do Not Kill Training Make Adversarial Learning Stronger | Feb 26, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| A Unified Framework for Adversarial Attack and Defense in Constrained Feature Space | Dec 2, 2021 | Adversarial AttackAdversarial 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 |
| CBA: Contextual Background Attack against Optical Aerial Detection in the Physical World | Feb 27, 2023 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Attacks on Graph Classifiers via Bayesian Optimisation | Dec 1, 2021 | Adversarial RobustnessBayesian Optimisation | CodeCode Available | 1 | 5 |
| Adversarial Robustness Against the Union of Multiple Threat Models | Jan 1, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| 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 |
| Improving Adversarial Robustness by Enforcing Local and Global Compactness | Jul 10, 2020 | Adversarial RobustnessClustering | CodeCode Available | 1 | 5 |
| Cauchy-Schwarz Divergence Information Bottleneck for Regression | Apr 27, 2024 | Adversarial RobustnessInformation Plane | CodeCode Available | 1 | 5 |
| Adversarial Robustness under Long-Tailed Distribution | Apr 6, 2021 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Benchmarking Adversarial Robustness on Image Classification | Jun 1, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| (Certified!!) Adversarial Robustness for Free! | Jun 21, 2022 | Adversarial RobustnessDenoising | CodeCode Available | 1 | 5 |
| CLIP is Strong Enough to Fight Back: Test-time Counterattacks towards Zero-shot Adversarial Robustness of CLIP | Mar 5, 2025 | Adversarial RobustnessImage-text matching | CodeCode Available | 1 | 5 |
