| Modeling Adversarial Noise for Adversarial Training | Sep 21, 2021 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Robust Decision Trees Against Adversarial Examples | Feb 27, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Robust Physics-based Deep MRI Reconstruction Via Diffusion Purification | Sep 11, 2023 | Adversarial DefenseImage Reconstruction | CodeCode Available | 0 | 5 |
| DiffuseDef: Improved Robustness to Adversarial Attacks via Iterative Denoising | Jun 28, 2024 | Adversarial DefenseDenoising | CodeCode Available | 0 | 5 |
| Learning Defense Transformers for Counterattacking Adversarial Examples | Mar 13, 2021 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Lightweight Defense Against Adversarial Attacks in Time Series Classification | May 4, 2025 | Adversarial DefenseData Augmentation | CodeCode Available | 0 | 5 |
| Detection of Word Adversarial Examples in NLP: Benchmark and Baseline via Robust Density Estimation | Jan 16, 2022 | Adversarial DefenseDensity Estimation | CodeCode Available | 0 | 5 |
| A Provable Defense for Deep Residual Networks | Mar 29, 2019 | Adversarial DefenseNovel Concepts | CodeCode Available | 0 | 5 |
| Detection of Word Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation | Mar 3, 2022 | Adversarial DefenseDensity Estimation | CodeCode Available | 0 | 5 |
| Detection of Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation | May 1, 2022 | Adversarial DefenseDensity Estimation | CodeCode Available | 0 | 5 |
| Testing Robustness Against Unforeseen Adversaries | Aug 21, 2019 | Adversarial DefenseAdversarial Robustness | 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 |
| Efficient Formal Safety Analysis of Neural Networks | Sep 19, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Robustness for Non-Parametric Classification: A Generic Attack and Defense | Jun 7, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Detection of Adversarial Examples in NLP: Benchmark and Baseline via Robust Density Estimation | Nov 16, 2021 | Adversarial DefenseDensity Estimation | CodeCode Available | 0 | 5 |
| Detection and Defense of Unlearnable Examples | Dec 14, 2023 | Adversarial DefensePrivacy Preserving | CodeCode Available | 0 | 5 |
| Adversarial Defense via Learning to Generate Diverse Attacks | Oct 1, 2019 | Adversarial Defense | CodeCode Available | 0 | 5 |
| A New Defense Against Adversarial Images: Turning a Weakness into a Strength | Oct 16, 2019 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Delving into Transferable Adversarial Examples and Black-box Attacks | Nov 8, 2016 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Neural Fingerprints for Adversarial Attack Detection | Nov 7, 2024 | Adversarial AttackAdversarial Attack Detection | CodeCode Available | 0 | 5 |
| Learn from the Past: A Proxy Guided Adversarial Defense Framework with Self Distillation Regularization | Oct 19, 2023 | 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 |
| Language Guided Adversarial Purification | Sep 19, 2023 | Adversarial DefenseAdversarial Purification | CodeCode Available | 0 | 5 |
| Defensive Few-shot Learning | Nov 16, 2019 | Adversarial DefenseFew-Shot Learning | CodeCode Available | 0 | 5 |
| Is AmI (Attacks Meet Interpretability) Robust to Adversarial Examples? | Feb 6, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| AOGNets: Compositional Grammatical Architectures for Deep Learning | Nov 15, 2017 | Adversarial DefenseDeep Learning | CodeCode Available | 0 | 5 |
| MAD: Meta Adversarial Defense Benchmark | Sep 18, 2023 | Adversarial DefenseFew-Shot Learning | CodeCode Available | 0 | 5 |
| Language-Driven Anchors for Zero-Shot Adversarial Robustness | Jan 30, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| Bayesian Learning with Information Gain Provably Bounds Risk for a Robust Adversarial Defense | Dec 5, 2022 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Privacy Risks of Securing Machine Learning Models against Adversarial Examples | May 24, 2019 | Adversarial DefenseBIG-bench Machine Learning | CodeCode Available | 0 | 5 |
| Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models | May 17, 2018 | Adversarial DefenseAdversarial Defense against FGSM Attack | CodeCode Available | 0 | 5 |
| Improving Adversarial Robustness via Guided Complement Entropy | Mar 23, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| Learning Energy-Based Models With Adversarial Training | Dec 11, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| Defense Against Adversarial Attacks using Convolutional Auto-Encoders | Dec 6, 2023 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Adversarial Defense via Data Dependent Activation Function and Total Variation Minimization | Sep 23, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Defense against Adversarial Attacks Using High-Level Representation Guided Denoiser | Dec 8, 2017 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Feature Denoising for Improving Adversarial Robustness | Dec 9, 2018 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| Beyond Pretrained Features: Noisy Image Modeling Provides Adversarial Defense | Feb 2, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| Defending Substitution-Based Profile Pollution Attacks on Sequential Recommenders | Jul 19, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Analysis and Extensions of Adversarial Training for Video Classification | Jun 16, 2022 | Action RecognitionAdversarial Defense | CodeCode Available | 0 | 5 |
| Defending against black-box adversarial attacks with gradient-free trained sign activation neural networks | Jan 1, 2021 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Defending Against Universal Attacks Through Selective Feature Regeneration | Jun 8, 2019 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Improving Adversarial Robustness via Decoupled Visual Representation Masking | Jun 16, 2024 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| Accidental Misalignment: Fine-Tuning Language Models Induces Unexpected Vulnerability | May 22, 2025 | Adversarial DefenseSemantic Similarity | 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 |
| Improving Out-of-Distribution Data Handling and Corruption Resistance via Modern Hopfield Networks | Aug 21, 2024 | Adversarial DefenseTest-time Adaptation | CodeCode Available | 0 | 5 |
| Defending against adversarial attacks on medical imaging AI system, classification or detection? | Jun 24, 2020 | Adversarial DefenseGeneral Classification | CodeCode Available | 0 | 5 |
| Gotta Catch 'Em All: Using Honeypots to Catch Adversarial Attacks on Neural Networks | Apr 18, 2019 | Adversarial AttackAdversarial Attack Detection | CodeCode Available | 0 | 5 |
| CAAD 2018: Generating Transferable Adversarial Examples | Sep 29, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| GraphDefense: Towards Robust Graph Convolutional Networks | Nov 11, 2019 | Adversarial Defense | CodeCode Available | 0 | 5 |
