| Revisiting Adversarial Training under Long-Tailed Distributions | Mar 15, 2024 | Adversarial DefenseData Augmentation | CodeCode Available | 2 |
| Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models | Feb 19, 2024 | Adversarial DefenseMultimodal Deep Learning | CodeCode Available | 2 |
| Mist: Towards Improved Adversarial Examples for Diffusion Models | May 22, 2023 | Adversarial Defense | CodeCode Available | 2 |
| Benchmarking Neural Network Robustness to Common Corruptions and Perturbations | Mar 28, 2019 | Adversarial DefenseBenchmarking | CodeCode Available | 2 |
| GenoArmory: A Unified Evaluation Framework for Adversarial Attacks on Genomic Foundation Models | May 16, 2025 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense | Oct 30, 2024 | Adversarial DefenseDisentanglement | CodeCode Available | 1 |
| Real-world Adversarial Defense against Patch Attacks based on Diffusion Model | Sep 14, 2024 | Adversarial DefenseFace Recognition | CodeCode Available | 1 |
| Efficient Generation of Targeted and Transferable Adversarial Examples for Vision-Language Models Via Diffusion Models | Apr 16, 2024 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Collapse-Aware Triplet Decoupling for Adversarially Robust Image Retrieval | Dec 12, 2023 | Adversarial DefenseImage Retrieval | CodeCode Available | 1 |
| DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training | Oct 3, 2023 | Adversarial DefenseComputational Efficiency | CodeCode Available | 1 |
| DiffDefense: Defending against Adversarial Attacks via Diffusion Models | Sep 7, 2023 | Adversarial Defense | CodeCode Available | 1 |
| Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion Models | Jul 31, 2023 | Adversarial DefenseAdversarial Purification | CodeCode Available | 1 |
| AdvDiff: Generating Unrestricted Adversarial Examples using Diffusion Models | Jul 24, 2023 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Enhancing Adversarial Robustness via Score-Based Optimization | Jul 10, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| DIFFender: Diffusion-Based Adversarial Defense against Patch Attacks | Jun 15, 2023 | Adversarial DefenseFace Recognition | CodeCode Available | 1 |
| Robust Classification via a Single Diffusion Model | May 24, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Decoupled Kullback-Leibler Divergence Loss | May 23, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Robust Mode Connectivity-Oriented Adversarial Defense: Enhancing Neural Network Robustness Against Diversified _p Attacks | Mar 17, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Among Us: Adversarially Robust Collaborative Perception by Consensus | Mar 16, 2023 | 3D Object DetectionAdversarial Defense | CodeCode Available | 1 |
| TextGrad: Advancing Robustness Evaluation in NLP by Gradient-Driven Optimization | Dec 19, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| DISCO: Adversarial Defense with Local Implicit Functions | Dec 11, 2022 | Adversarial Defenseimage-classification | CodeCode Available | 1 |
| Are You Stealing My Model? Sample Correlation for Fingerprinting Deep Neural Networks | Oct 21, 2022 | Adversarial DefenseTransfer Learning | CodeCode Available | 1 |
| Scaling Adversarial Training to Large Perturbation Bounds | Oct 18, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Visual Prompting for Adversarial Robustness | Oct 12, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Improving Adversarial Robustness via Mutual Information Estimation | Jul 25, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Threat Model-Agnostic Adversarial Defense using Diffusion Models | Jul 17, 2022 | Adversarial DefenseDenoising | CodeCode Available | 1 |
| Perturbation Inactivation Based Adversarial Defense for Face Recognition | Jul 13, 2022 | Adversarial AttackAdversarial Defense | 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 |
| Self-recoverable Adversarial Examples: A New Effective Protection Mechanism in Social Networks | Apr 26, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| GUARD: Graph Universal Adversarial Defense | Apr 20, 2022 | Adversarial Defense | CodeCode Available | 1 |
| CgAT: Center-Guided Adversarial Training for Deep Hashing-Based Retrieval | Apr 18, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| LPF-Defense: 3D Adversarial Defense based on Frequency Analysis | Feb 23, 2022 | 3D Point Cloud ClassificationAdversarial Defense | CodeCode Available | 1 |
| Open-set Adversarial Defense with Clean-Adversarial Mutual Learning | Feb 12, 2022 | Adversarial DefenseDenoising | CodeCode Available | 1 |
| Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving Scenarios | Feb 10, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Layer-wise Regularized Adversarial Training using Layers Sustainability Analysis (LSA) framework | Feb 5, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Revisiting and Advancing Fast Adversarial Training Through The Lens of Bi-Level Optimization | Dec 23, 2021 | Adversarial Defense | CodeCode Available | 1 |
| Segment and Complete: Defending Object Detectors against Adversarial Patch Attacks with Robust Patch Detection | Dec 8, 2021 | Adversarial Attack DetectionAdversarial Defense | CodeCode Available | 1 |
| Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness | Dec 5, 2021 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Person Re-identification Method Based on Color Attack and Joint Defence | Nov 18, 2021 | Adversarial DefenseMetric Learning | CodeCode Available | 1 |
| DropAttack: A Masked Weight Adversarial Training Method to Improve Generalization of Neural Networks | Aug 29, 2021 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| RAILS: A Robust Adversarial Immune-inspired Learning System | Jun 27, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| 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 |
| The art of defense: letting networks fool the attacker | Apr 7, 2021 | Adversarial Defense | CodeCode Available | 1 |
| Fast Certified Robust Training with Short Warmup | Mar 31, 2021 | Adversarial Defense | CodeCode Available | 1 |
| LiBRe: A Practical Bayesian Approach to Adversarial Detection | Mar 27, 2021 | Adversarial DefenseUncertainty Quantification | CodeCode Available | 1 |
| Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution Heterogeneity | Feb 22, 2021 | Adversarial DefenseConditional Image Generation | CodeCode Available | 1 |
| Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method | Jan 21, 2021 | Adversarial DefenseData Augmentation | CodeCode Available | 1 |
| A Person Re-identification Data Augmentation Method with Adversarial Defense Effect | Jan 21, 2021 | Adversarial DefenseData Augmentation | CodeCode Available | 1 |
| Towards Adversarial Robustness of Bayesian Neural Network through Hierarchical Variational Inference | Jan 1, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Geometric Adversarial Attacks and Defenses on 3D Point Clouds | Dec 10, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
