| 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 |
| Adversarial Attacks on Graph Classification via Bayesian Optimisation | Nov 4, 2021 | Adversarial RobustnessBayesian Optimisation | CodeCode Available | 1 |
| Adversarial Robustness Against the Union of Multiple Perturbation Models | Sep 9, 2019 | Adversarial Robustness | CodeCode Available | 1 |
| A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning | Nov 20, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Attacks on Graph Classifiers via Bayesian Optimisation | Dec 1, 2021 | Adversarial RobustnessBayesian Optimisation | CodeCode Available | 1 |
| Cauchy-Schwarz Divergence Information Bottleneck for Regression | Apr 27, 2024 | Adversarial RobustnessInformation Plane | CodeCode Available | 1 |
| Adversarial Robustness Against the Union of Multiple Threat Models | Jan 1, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models | Jun 9, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness as a Prior for Learned Representations | Jun 3, 2019 | Adversarial Robustness | CodeCode Available | 1 |
| A Self-supervised Approach for Adversarial Robustness | Jun 8, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 |
| Certified Adversarial Robustness via Randomized Smoothing | Feb 8, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Certified Training: Small Boxes are All You Need | Oct 10, 2022 | Adversarial RobustnessAll | CodeCode Available | 1 |
| 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 |
| Comparing the Robustness of Modern No-Reference Image- and Video-Quality Metrics to Adversarial Attacks | Oct 10, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| Consistency Regularization for Adversarial Robustness | Mar 8, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Consistency Regularization for Certified Robustness of Smoothed Classifiers | Jun 7, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness Comparison of Vision Transformer and MLP-Mixer to CNNs | Oct 6, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Decision-based Black-box Attack Against Vision Transformers via Patch-wise Adversarial Removal | Dec 7, 2021 | Adversarial RobustnessSensitivity | CodeCode Available | 1 |
| Adversarial Attacks on ML Defense Models Competition | Oct 15, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Decoupled Kullback-Leibler Divergence Loss | May 23, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| CBA: Contextual Background Attack against Optical Aerial Detection in the Physical World | Feb 27, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| An Orthogonal Classifier for Improving the Adversarial Robustness of Neural Networks | May 19, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness for Code | Feb 11, 2020 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 1 |
| DF-RAP: A Robust Adversarial Perturbation for Defending against Deepfakes in Real-world Social Network Scenarios | Mar 5, 2024 | Adversarial RobustnessFace Swapping | CodeCode Available | 1 |
| Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks | Oct 26, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| An Embarrassingly Simple Backdoor Attack on Self-supervised Learning | Oct 13, 2022 | Adversarial RobustnessBackdoor Attack | CodeCode Available | 1 |
| Efficient Exact Verification of Binarized Neural Networks | May 7, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| A Perturbation-Constrained Adversarial Attack for Evaluating the Robustness of Optical Flow | Mar 24, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| A Pilot Study of Query-Free Adversarial Attack against Stable Diffusion | Mar 29, 2023 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Engineering flexible machine learning systems by traversing functionally-invariant paths | Apr 30, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| Exploring Architectural Ingredients of Adversarially Robust Deep Neural Networks | Oct 7, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Enhancing adversarial robustness in Natural Language Inference using explanations | Sep 11, 2024 | Adversarial RobustnessNatural Language Inference | CodeCode Available | 1 |
| Enhancing Intrinsic Adversarial Robustness via Feature Pyramid Decoder | May 6, 2020 | Adversarial RobustnessDecoder | CodeCode Available | 1 |
| Ensemble everything everywhere: Multi-scale aggregation for adversarial robustness | Aug 8, 2024 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection | Mar 12, 2020 | Adversarial RobustnessNovelty Detection | CodeCode Available | 1 |
| ExCon: Explanation-driven Supervised Contrastive Learning for Image Classification | Nov 28, 2021 | Adversarial RobustnessClassification | CodeCode Available | 1 |
| Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning | Mar 28, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective | Aug 21, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Improve robustness of DNN for ECG signal classification:a noise-to-signal ratio perspective | May 18, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Fast and Scalable Adversarial Training of Kernel SVM via Doubly Stochastic Gradients | Jul 21, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning | Jun 18, 2021 | Adversarial RobustnessFederated Learning | CodeCode Available | 1 |
| FedNest: Federated Bilevel, Minimax, and Compositional Optimization | May 4, 2022 | Adversarial RobustnessHyperparameter Optimization | CodeCode Available | 1 |
| A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal Classification | Oct 19, 2021 | Adversarial RobustnessClassification | CodeCode Available | 1 |
| Fixing Data Augmentation to Improve Adversarial Robustness | Mar 2, 2021 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Attacks Which Do Not Kill Training Make Adversarial Learning Stronger | Feb 26, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| A Unified Game-Theoretic Interpretation of Adversarial Robustness | Mar 12, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness in Graph Neural Networks: A Hamiltonian Approach | Oct 10, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| Are socially-aware trajectory prediction models really socially-aware? | Aug 24, 2021 | Adversarial RobustnessAutonomous Navigation | CodeCode Available | 1 |
| On the Duality Between Sharpness-Aware Minimization and Adversarial Training | Feb 23, 2024 | Adversarial Robustness | CodeCode Available | 1 |
| Towards Physically Realizable Adversarial Attacks in Embodied Vision Navigation | Sep 16, 2024 | Adversarial Robustnessobject-detection | CodeCode Available | 1 |