| 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 | 5 |
| Distance Learner: Incorporating Manifold Prior to Model Training | Jul 14, 2022 | Adversarial Robustnessmodel | CodeCode Available | 1 | 5 |
| Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks | Oct 26, 2021 | 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 |
| Adversarial Robustness Limits via Scaling-Law and Human-Alignment Studies | Apr 14, 2024 | Adversarial Robustness | 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 |
| Adversarial Robustness of Bottleneck Injected Deep Neural Networks for Task-Oriented Communication | Dec 13, 2024 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Engineering flexible machine learning systems by traversing functionally-invariant paths | Apr 30, 2022 | Adversarial RobustnessContinual 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 |
| CFA: Class-wise Calibrated Fair Adversarial Training | Mar 25, 2023 | Adversarial RobustnessFairness | 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 |
| A Perturbation-Constrained Adversarial Attack for Evaluating the Robustness of Optical Flow | Mar 24, 2022 | 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 |
| A Pilot Study of Query-Free Adversarial Attack against Stable Diffusion | Mar 29, 2023 | Adversarial AttackAdversarial Robustness | 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 |
| Adversarial Robustness via Random Projection Filters | Jan 1, 2023 | Adversarial RobustnessAttribute | CodeCode Available | 1 | 5 |
| Fast and Scalable Adversarial Training of Kernel SVM via Doubly Stochastic Gradients | Jul 21, 2021 | Adversarial 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 |
| DRSM: De-Randomized Smoothing on Malware Classifier Providing Certified Robustness | Mar 20, 2023 | Adversarial RobustnessMalware Detection | CodeCode Available | 1 | 5 |
| Are Transformers More Robust Than CNNs? | Nov 10, 2021 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| FedNest: Federated Bilevel, Minimax, and Compositional Optimization | May 4, 2022 | Adversarial RobustnessHyperparameter Optimization | CodeCode Available | 1 | 5 |
| Are socially-aware trajectory prediction models really socially-aware? | Aug 24, 2021 | Adversarial RobustnessAutonomous Navigation | CodeCode Available | 1 | 5 |
| Fixing Data Augmentation to Improve Adversarial Robustness | Mar 2, 2021 | Adversarial RobustnessData Augmentation | 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 |
| A Self-supervised Approach for Adversarial Robustness | Jun 8, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 | 5 |
| Adversarial Robustness as a Prior for Learned Representations | Jun 3, 2019 | Adversarial 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 |
| Generating Adversarial Computer Programs using Optimized Obfuscations | Mar 18, 2021 | 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 |
| HO-FMN: Hyperparameter Optimization for Fast Minimum-Norm Attacks | Jul 11, 2024 | Adversarial RobustnessHyperparameter Optimization | 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 |
| An Orthogonal Classifier for Improving the Adversarial Robustness of Neural Networks | May 19, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| How Many Unicorns Are in This Image? A Safety Evaluation Benchmark for Vision LLMs | Nov 27, 2023 | Adversarial RobustnessVisual Question Answering (VQA) | CodeCode Available | 1 | 5 |
| Adversarial Robustness on In- and Out-Distribution Improves Explainability | Mar 20, 2020 | Adversarial Robustnessimage-classification | 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 |
| A Unified Game-Theoretic Interpretation of Adversarial Robustness | Nov 5, 2021 | 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 |
| 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 |
| Benchmarking Adversarial Robustness on Image Classification | Jun 1, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Cauchy-Schwarz Divergence Information Bottleneck for Regression | Apr 27, 2024 | Adversarial RobustnessInformation Plane | CodeCode Available | 1 | 5 |
| CausalAdv: Adversarial Robustness through the Lens of Causality | Jun 11, 2021 | Adversarial AttackAdversarial Robustness | 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 |
| Bag of Tricks for Adversarial Training | Oct 1, 2020 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 | 5 |
| Adversarial Robustness under Long-Tailed Distribution | Apr 6, 2021 | Adversarial Robustness | 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 |
| Bispectral Neural Networks | Sep 7, 2022 | Adversarial RobustnessRepresentation Learning | 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 |
