| Certified Adversarial Robustness via Randomized Smoothing | Feb 8, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Adversarial Training for Free! | Apr 29, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 | 5 |
| Boundary thickness and robustness in learning models | Jul 9, 2020 | Adversarial DefenseData Augmentation | CodeCode Available | 1 | 5 |
| TextGrad: Advancing Robustness Evaluation in NLP by Gradient-Driven Optimization | Dec 19, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Enhancing Adversarial Robustness via Score-Based Optimization | Jul 10, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations | Sep 21, 2020 | Adversarial AttackAdversarial Defense | 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 |
| Self-recoverable Adversarial Examples: A New Effective Protection Mechanism in Social Networks | Apr 26, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 | 5 |
| Geometric Adversarial Attacks and Defenses on 3D Point Clouds | Dec 10, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 | 5 |
| Decoupled Kullback-Leibler Divergence Loss | May 23, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Layer-wise Regularized Adversarial Training using Layers Sustainability Analysis (LSA) framework | Feb 5, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 | 5 |
| ATHENA: A Framework based on Diverse Weak Defenses for Building Adversarial Defense | Jan 2, 2020 | Adversarial DefenseDenoising | CodeCode Available | 1 | 5 |
| Perturbation Inactivation Based Adversarial Defense for Face Recognition | Jul 13, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 | 5 |
| CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense | Oct 30, 2024 | Adversarial DefenseDisentanglement | 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 |
| Among Us: Adversarially Robust Collaborative Perception by Consensus | Mar 16, 2023 | 3D Object DetectionAdversarial Defense | 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 |
| CgAT: Center-Guided Adversarial Training for Deep Hashing-Based Retrieval | Apr 18, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 | 5 |
| GUARD: Graph Universal Adversarial Defense | Apr 20, 2022 | Adversarial Defense | CodeCode Available | 1 | 5 |
| Guided Adversarial Attack for Evaluating and Enhancing Adversarial Defenses | Nov 30, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 | 5 |
| Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method | Jan 21, 2021 | Adversarial DefenseData Augmentation | CodeCode Available | 1 | 5 |
| Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving Scenarios | Feb 10, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 | 5 |
| Learn2Perturb: an End-to-end Feature Perturbation Learning to Improve Adversarial Robustness | Mar 2, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Learnable Boundary Guided Adversarial Training | Nov 23, 2020 | Adversarial Defense | CodeCode Available | 1 | 5 |
| A Person Re-identification Data Augmentation Method with Adversarial Defense Effect | Jan 21, 2021 | Adversarial DefenseData Augmentation | CodeCode Available | 1 | 5 |
| Towards Adversarial Robustness of Bayesian Neural Network through Hierarchical Variational Inference | Jan 1, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| On Evaluating Adversarial Robustness | Feb 18, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 | 5 |
| Adversarial Defense of Image Classification Using a Variational Auto-Encoder | Dec 7, 2018 | Adversarial DefenseGeneral Classification | CodeCode Available | 0 | 5 |
| Erasing, Transforming, and Noising Defense Network for Occluded Person Re-Identification | Jul 14, 2023 | Adversarial DefenseOccluded Person Re-Identification | CodeCode Available | 0 | 5 |
| A Game-Based Approximate Verification of Deep Neural Networks with Provable Guarantees | Jul 10, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network | Oct 1, 2018 | Adversarial Defense | CodeCode Available | 0 | 5 |
| ResNets Ensemble via the Feynman-Kac Formalism to Improve Natural and Robust Accuracies | Nov 26, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Error Correcting Output Codes Improve Probability Estimation and Adversarial Robustness of Deep Neural Networks | Dec 1, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| A Few Large Shifts: Layer-Inconsistency Based Minimal Overhead Adversarial Example Detection | May 19, 2025 | Adversarial Attack DetectionAdversarial Defense | CodeCode Available | 0 | 5 |
| Efficient Formal Safety Analysis of Neural Networks | Sep 19, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| A Closer Look at the Adversarial Robustness of Deep Equilibrium Models | Jun 2, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| AdvFAS: A robust face anti-spoofing framework against adversarial examples | Aug 4, 2023 | Adversarial DefenseFace Anti-Spoofing | CodeCode Available | 0 | 5 |
| EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling | May 24, 2022 | Adversarial DefenseImage Generation | CodeCode Available | 0 | 5 |
| Exploring Adversarially Robust Training for Unsupervised Domain Adaptation | Feb 18, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch | Feb 20, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Adversarial Defense by Suppressing High-frequency Components | Aug 19, 2019 | Adversarial DefenseClassification | CodeCode Available | 0 | 5 |
| ADAPT to Robustify Prompt Tuning Vision Transformers | Mar 19, 2024 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Adversarial Robustness via Fisher-Rao Regularization | Jun 12, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| Adversarial Defense by Stratified Convolutional Sparse Coding | Nov 30, 2018 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Adversarial Defense by Restricting the Hidden Space of Deep Neural Networks | Apr 1, 2019 | Adversarial Defense | CodeCode Available | 0 | 5 |
| CAAD 2018: Generating Transferable Adversarial Examples | Sep 29, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients | Sep 28, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| DiffuseDef: Improved Robustness to Adversarial Attacks via Iterative Denoising | Jun 28, 2024 | Adversarial DefenseDenoising | CodeCode Available | 0 | 5 |
| Adversarial-Playground: A Visualization Suite Showing How Adversarial Examples Fool Deep Learning | Aug 1, 2017 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach | Jul 14, 2025 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
