| Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks? | Aug 16, 2024 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| CARBEN: Composite Adversarial Robustness Benchmark | Jul 16, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Robustness via Random Projection Filters | Jan 1, 2023 | Adversarial RobustnessAttribute | CodeCode Available | 1 | 5 |
| NeRFool: Uncovering the Vulnerability of Generalizable Neural Radiance Fields against Adversarial Perturbations | Jun 10, 2023 | Adversarial RobustnessNovel View Synthesis | 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 |
| The Eigenlearning Framework: A Conservation Law Perspective on Kernel Regression and Wide Neural Networks | Oct 8, 2021 | Adversarial RobustnessInductive Bias | 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 |
| On Evaluating Adversarial Robustness | Feb 18, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 | 5 |
| Demystifying Causal Features on Adversarial Examples and Causal Inoculation for Robust Network by Adversarial Instrumental Variable Regression | Mar 2, 2023 | Adversarial RobustnessPrediction | CodeCode Available | 1 | 5 |
| On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning | Feb 20, 2021 | Adversarial AttackAdversarial Robustness | 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 |
| On the Duality Between Sharpness-Aware Minimization and Adversarial Training | Feb 23, 2024 | Adversarial Robustness | 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 |
| 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 |
| PatchGuard: Adversarially Robust Anomaly Detection and Localization through Vision Transformers and Pseudo Anomalies | Jun 10, 2025 | Adversarial RobustnessAnomaly Detection | CodeCode Available | 1 | 5 |
| Perceptual Adversarial Robustness: Defense Against Unseen Threat Models | Jun 22, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| AdvRush: Searching for Adversarially Robust Neural Architectures | Aug 3, 2021 | Adversarial RobustnessNeural Architecture Search | CodeCode Available | 1 | 5 |
| Comparing the Robustness of Modern No-Reference Image- and Video-Quality Metrics to Adversarial Attacks | Oct 10, 2023 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Practical Evaluation of Adversarial Robustness via Adaptive Auto Attack | Mar 10, 2022 | Adversarial Robustness | 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 |
| Composite Adversarial Attacks | Dec 10, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Attack and Defense in Deep Ranking | Jun 7, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Consistency Regularization for Adversarial Robustness | Mar 8, 2021 | Adversarial RobustnessData Augmentation | 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 |
| Enhancing Intrinsic Adversarial Robustness via Feature Pyramid Decoder | May 6, 2020 | Adversarial RobustnessDecoder | CodeCode Available | 1 | 5 |
| Adversarial Attack and Defense Strategies for Deep Speaker Recognition Systems | Aug 18, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| GARNET: Reduced-Rank Topology Learning for Robust and Scalable Graph Neural Networks | Jan 30, 2022 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Consistency Regularization for Certified Robustness of Smoothed Classifiers | Jun 7, 2020 | Adversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Attack on Deep Learning-Based Splice Localization | Apr 17, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Rate Coding or Direct Coding: Which One is Better for Accurate, Robust, and Energy-efficient Spiking Neural Networks? | Jan 31, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Learning Adversarially Robust Representations via Worst-Case Mutual Information Maximization | Feb 26, 2020 | 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 |
| Rethinking and Improving Robustness of Convolutional Neural Networks: a Shapley Value-based Approach in Frequency Domain | Nov 1, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 | 5 |
| Revisiting Adversarial Robustness Distillation: Robust Soft Labels Make Student Better | Aug 18, 2021 | Adversarial RobustnessKnowledge Distillation | 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 |
| 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 |