| CgAT: Center-Guided Adversarial Training for Deep Hashing-Based Retrieval | Apr 18, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Adversarial Training for Free! | Apr 29, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Boundary thickness and robustness in learning models | Jul 9, 2020 | Adversarial DefenseData Augmentation | CodeCode Available | 1 |
| Targeted Adversarial Perturbations for Monocular Depth Prediction | Jun 12, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| ATHENA: A Framework based on Diverse Weak Defenses for Building Adversarial Defense | Jan 2, 2020 | Adversarial DefenseDenoising | CodeCode Available | 1 |
| Smooth Adversarial Training | Jun 25, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| DIFFender: Diffusion-Based Adversarial Defense against Patch Attacks | Jun 15, 2023 | Adversarial DefenseFace Recognition | CodeCode Available | 1 |
| Self-recoverable Adversarial Examples: A New Effective Protection Mechanism in Social Networks | Apr 26, 2022 | Adversarial AttackAdversarial Defense | 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 |
| Robust Classification via a Single Diffusion Model | May 24, 2023 | Adversarial DefenseAdversarial Robustness | 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 |
| PatchAttack: A Black-box Texture-based Attack with Reinforcement Learning | Apr 12, 2020 | Adversarial DefenseClustering | 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 |
| Decoupled Kullback-Leibler Divergence Loss | May 23, 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 |
| GenoArmory: A Unified Evaluation Framework for Adversarial Attacks on Genomic Foundation Models | May 16, 2025 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Fast Certified Robust Training with Short Warmup | Mar 31, 2021 | Adversarial Defense | CodeCode Available | 1 |
| CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense | Oct 30, 2024 | Adversarial DefenseDisentanglement | CodeCode Available | 1 |
| Information Obfuscation of Graph Neural Networks | Sep 28, 2020 | Adversarial DefenseGraph Representation Learning | 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 |
| Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving Scenarios | Feb 10, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Improving Adversarial Robustness via Mutual Information Estimation | Jul 25, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Layer-wise Regularized Adversarial Training using Layers Sustainability Analysis (LSA) framework | Feb 5, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| A Person Re-identification Data Augmentation Method with Adversarial Defense Effect | Jan 21, 2021 | Adversarial DefenseData Augmentation | CodeCode Available | 1 |
| LiBRe: A Practical Bayesian Approach to Adversarial Detection | Mar 27, 2021 | Adversarial DefenseUncertainty Quantification | CodeCode Available | 1 |
| Toward Adversarial Robustness via Semi-supervised Robust Training | Mar 16, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| A Knowledge-guided Adversarial Defense for Resisting Malicious Visual Manipulation | Apr 11, 2025 | Adversarial Defense | —Unverified | 0 |
| AID-Purifier: A Light Auxiliary Network for Boosting Adversarial Defense | Jul 14, 2021 | Adversarial Defense | —Unverified | 0 |
| Adversarial defense for deep speaker recognition using hybrid adversarial training | Oct 30, 2020 | Adversarial DefenseSpeaker Recognition | —Unverified | 0 |
| A Framework for Adversarial Analysis of Decision Support Systems Prior to Deployment | May 27, 2025 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Double Visual Defense: Adversarial Pre-training and Instruction Tuning for Improving Vision-Language Model Robustness | Jan 16, 2025 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks | May 24, 2025 | Adversarial DefenseDecision Making | —Unverified | 0 |
| Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning | Jun 1, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| AED-PADA:Improving Generalizability of Adversarial Example Detection via Principal Adversarial Domain Adaptation | Apr 19, 2024 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| AdvSmo: Black-box Adversarial Attack by Smoothing Linear Structure of Texture | Jun 22, 2022 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Adversarial defense for automatic speaker verification by cascaded self-supervised learning models | Feb 14, 2021 | Adversarial DefenseOpen-Ended Question Answering | —Unverified | 0 |
| AdPO: Enhancing the Adversarial Robustness of Large Vision-Language Models with Preference Optimization | Apr 2, 2025 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Efficient Key-Based Adversarial Defense for ImageNet by Using Pre-trained Model | Nov 28, 2023 | Adversarial Defenseimage-classification | —Unverified | 0 |
| Defensive Tensorization: Randomized Tensor Parametrization for Robust Neural Networks | Sep 25, 2019 | Adversarial DefenseAudio Classification | —Unverified | 0 |
| Adversarial Transferability in Deep Denoising Models: Theoretical Insights and Robustness Enhancement via Out-of-Distribution Typical Set Sampling | Dec 8, 2024 | Adversarial DefenseDenoising | —Unverified | 0 |
| Delving into Deep Image Prior for Adversarial Defense: A Novel Reconstruction-based Defense Framework | Jul 31, 2021 | Adversarial Defenseimage-classification | —Unverified | 0 |
| Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo Replay | Apr 2, 2024 | Adversarial Defense | —Unverified | 0 |
| Defensive Dual Masking for Robust Adversarial Defense | Dec 10, 2024 | Adversarial Defense | —Unverified | 0 |
| Demotivate adversarial defense in remote sensing | May 28, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Adversarial Robustness through Local Linearization | Jul 4, 2019 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| OTAD: An Optimal Transport-Induced Robust Model for Agnostic Adversarial Attack | Aug 1, 2024 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Defending Against Adversarial Attacks by Suppressing the Largest Eigenvalue of Fisher Information Matrix | Sep 13, 2019 | Adversarial DefenseTraffic Sign Recognition | —Unverified | 0 |
| Bypassing DARCY Defense: Indistinguishable Universal Adversarial Triggers | Sep 5, 2024 | Adversarial DefenseLanguage Modelling | —Unverified | 0 |
| Adversarial Defense by Latent Style Transformations | Jun 17, 2020 | Adversarial Defense | —Unverified | 0 |
