| Carefully Blending Adversarial Training, Purification, and Aggregation Improves Adversarial Robustness | May 25, 2023 | Adversarial DefenseAdversarial Purification | CodeCode Available | 0 | 5 |
| Learning Defense Transformers for Counterattacking Adversarial Examples | Mar 13, 2021 | 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 |
| 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 |
| Learn from the Past: A Proxy Guided Adversarial Defense Framework with Self Distillation Regularization | Oct 19, 2023 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Adversarial Defense by Suppressing High-frequency Components | Aug 19, 2019 | Adversarial DefenseClassification | CodeCode Available | 0 | 5 |
| Certified Defenses against Adversarial Examples | Jan 29, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality | Jan 8, 2018 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Adaptive Modeling Against Adversarial Attacks | Dec 23, 2021 | Adversarial DefenseDeep Learning | CodeCode Available | 0 | 5 |
| MaskPure: Improving Defense Against Text Adversaries with Stochastic Purification | Jun 18, 2024 | Adversarial DefenseDenoising | 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 |
| Accidental Misalignment: Fine-Tuning Language Models Induces Unexpected Vulnerability | May 22, 2025 | Adversarial DefenseSemantic Similarity | CodeCode Available | 0 | 5 |
| AOGNets: Compositional Grammatical Architectures for Deep Learning | Nov 15, 2017 | Adversarial DefenseDeep Learning | CodeCode Available | 0 | 5 |
| Lightweight Defense Against Adversarial Attacks in Time Series Classification | May 4, 2025 | Adversarial DefenseData Augmentation | 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 |
| Constructing Semantics-Aware Adversarial Examples with a Probabilistic Perspective | Jun 1, 2023 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Continual Adversarial Defense | Dec 15, 2023 | Adversarial DefenseContinual Learning | CodeCode Available | 0 | 5 |
| Countering Adversarial Images using Input Transformations | Oct 31, 2017 | Adversarial DefenseGeneral Classification | CodeCode Available | 0 | 5 |
| Masked Language Model Based Textual Adversarial Example Detection | Apr 18, 2023 | Adversarial DefenseLanguage Modeling | 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 |
| Interpretability-Guided Test-Time Adversarial Defense | Sep 23, 2024 | Adversarial Defense | CodeCode Available | 0 | 5 |
| DAD++: Improved Data-free Test Time Adversarial Defense | Sep 10, 2023 | 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 |
| Deciphering the Definition of Adversarial Robustness for post-hoc OOD Detectors | Jun 21, 2024 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| Is AmI (Attacks Meet Interpretability) Robust to Adversarial Examples? | Feb 6, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Adversarially Robust Prototypical Few-shot Segmentation with Neural-ODEs | Oct 7, 2022 | Adversarial DefenseFew-Shot Learning | CodeCode Available | 0 | 5 |
| Language Guided Adversarial Purification | Sep 19, 2023 | Adversarial DefenseAdversarial Purification | CodeCode Available | 0 | 5 |
| Improving Adversarial Robustness via Guided Complement Entropy | Mar 23, 2019 | 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 |
| LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation | Oct 16, 2021 | Adversarial DefenseAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 0 | 5 |
| Improving Adversarial Robustness via Decoupled Visual Representation Masking | Jun 16, 2024 | 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 |
| GraphDefense: Towards Robust Graph Convolutional Networks | Nov 11, 2019 | Adversarial Defense | 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 |
| mFI-PSO: A Flexible and Effective Method in Adversarial Image Generation for Deep Neural Networks | Jun 5, 2020 | Adversarial Defenseimage-classification | CodeCode Available | 0 | 5 |
| A Simple and Yet Fairly Effective Defense for Graph Neural Networks | Feb 21, 2024 | Adversarial DefenseNode Classification | CodeCode Available | 0 | 5 |
| Robustness for Non-Parametric Classification: A Generic Attack and Defense | Jun 7, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 | 5 |
| Gated Convolutional Networks with Hybrid Connectivity for Image Classification | Aug 26, 2019 | Adversarial DefenseClassification | CodeCode Available | 0 | 5 |
| Are Generative Classifiers More Robust to Adversarial Attacks? | Feb 19, 2018 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| A2: Efficient Automated Attacker for Boosting Adversarial Training | Oct 7, 2022 | Adversarial Defense | CodeCode Available | 0 | 5 |
| Image Super-Resolution as a Defense Against Adversarial Attacks | Jan 7, 2019 | Adversarial DefenseImage Enhancement | CodeCode Available | 0 | 5 |
| Fast Bayesian Uncertainty Estimation and Reduction of Batch Normalized Single Image Super-Resolution Network | Mar 22, 2019 | Adversarial DefenseImage Reconstruction | CodeCode Available | 0 | 5 |
| Exploring Adversarially Robust Training for Unsupervised Domain Adaptation | Feb 18, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| A Provable Defense for Deep Residual Networks | Mar 29, 2019 | Adversarial DefenseNovel Concepts | CodeCode Available | 0 | 5 |
| Testing Robustness Against Unforeseen Adversaries | Aug 21, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 | 5 |
| Feature Denoising for Improving Adversarial Robustness | Dec 9, 2018 | Adversarial DefenseAdversarial Robustness | 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 |
