| Unfolding Local Growth Rate Estimates for (Almost) Perfect Adversarial Detection | Dec 13, 2022 | Adversarial Attack DetectionAdversarial Defense | CodeCode Available | 0 |
| Alignment-Based Adversarial Training (ABAT) for Improving the Robustness and Accuracy of EEG-Based BCIs | Nov 4, 2024 | Adversarial DefenseClassification | CodeCode Available | 0 |
| Image Super-Resolution as a Defense Against Adversarial Attacks | Jan 7, 2019 | Adversarial DefenseImage Enhancement | CodeCode Available | 0 |
| Robust MRI Reconstruction by Smoothed Unrolling (SMUG) | Dec 12, 2023 | Adversarial Defenseimage-classification | CodeCode Available | 0 |
| Robust Node Classification on Graphs: Jointly from Bayesian Label Transition and Topology-based Label Propagation | Aug 21, 2022 | Adversarial DefenseDenoising | CodeCode Available | 0 |
| Robust Overfitting Does Matter: Test-Time Adversarial Purification With FGSM | Mar 18, 2024 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Adversarial Defense by Restricting the Hidden Space of Deep Neural Networks | Apr 1, 2019 | Adversarial Defense | CodeCode Available | 0 |
| A Game-Based Approximate Verification of Deep Neural Networks with Provable Guarantees | Jul 10, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Enhancing Robust Representation in Adversarial Training: Alignment and Exclusion Criteria | Oct 5, 2023 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Improving Adversarial Robustness via Decoupled Visual Representation Masking | Jun 16, 2024 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Improving Adversarial Robustness via Guided Complement Entropy | Mar 23, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Robustifying Point Cloud Networks by Refocusing | Aug 10, 2023 | 3D ClassificationAdversarial Defense | CodeCode Available | 0 |
| Robust width: A lightweight and certifiable adversarial defense | May 24, 2024 | Adversarial Defensecompressed sensing | CodeCode Available | 0 |
| Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network | Oct 1, 2018 | Adversarial Defense | CodeCode Available | 0 |
| Improving Out-of-Distribution Data Handling and Corruption Resistance via Modern Hopfield Networks | Aug 21, 2024 | Adversarial DefenseTest-time Adaptation | CodeCode Available | 0 |
| Safety Verification of Deep Neural Networks | Oct 21, 2016 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Salient Feature Extractor for Adversarial Defense on Deep Neural Networks | May 14, 2021 | Adversarial DefenseGenerative Adversarial Network | CodeCode Available | 0 |
| Interpretability-Guided Test-Time Adversarial Defense | Sep 23, 2024 | Adversarial Defense | CodeCode Available | 0 |
| Sample Correlation for Fingerprinting Deep Face Recognition | Dec 30, 2024 | Adversarial DefenseEmotion Recognition | CodeCode Available | 0 |
| Is AmI (Attacks Meet Interpretability) Robust to Adversarial Examples? | Feb 6, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| A Few Large Shifts: Layer-Inconsistency Based Minimal Overhead Adversarial Example Detection | May 19, 2025 | Adversarial Attack DetectionAdversarial Defense | CodeCode Available | 0 |
| Scaleable input gradient regularization for adversarial robustness | May 27, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Language Guided Adversarial Purification | Sep 19, 2023 | Adversarial DefenseAdversarial Purification | CodeCode Available | 0 |
| Toward Robust Diagnosis: A Contour Attention Preserving Adversarial Defense for COVID-19 Detection | Nov 30, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| AdvFAS: A robust face anti-spoofing framework against adversarial examples | Aug 4, 2023 | Adversarial DefenseFace Anti-Spoofing | CodeCode Available | 0 |
| Countering Adversarial Images using Input Transformations | Oct 31, 2017 | Adversarial DefenseGeneral Classification | CodeCode Available | 0 |
| Continual Adversarial Defense | Dec 15, 2023 | Adversarial DefenseContinual Learning | CodeCode Available | 0 |
| Constructing Semantics-Aware Adversarial Examples with a Probabilistic Perspective | Jun 1, 2023 | Adversarial Defense | CodeCode Available | 0 |
| Learn from the Past: A Proxy Guided Adversarial Defense Framework with Self Distillation Regularization | Oct 19, 2023 | Adversarial Defense | CodeCode Available | 0 |
| AOGNets: Compositional Grammatical Architectures for Deep Learning | Nov 15, 2017 | Adversarial DefenseDeep Learning | CodeCode Available | 0 |
| Learning Defense Transformers for Counterattacking Adversarial Examples | Mar 13, 2021 | Adversarial Defense | CodeCode Available | 0 |
| Unitary Multi-Margin BERT for Robust Natural Language Processing | Oct 16, 2024 | Adversarial Defense | CodeCode Available | 0 |
| Accidental Misalignment: Fine-Tuning Language Models Induces Unexpected Vulnerability | May 22, 2025 | Adversarial DefenseSemantic Similarity | CodeCode Available | 0 |
| advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch | Feb 20, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| ZOO: Zeroth Order Optimization based Black-box Attacks to Deep Neural Networks without Training Substitute Models | Aug 14, 2017 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality | Jan 8, 2018 | Adversarial Defense | CodeCode Available | 0 |
| Lightweight Defense Against Adversarial Attacks in Time Series Classification | May 4, 2025 | Adversarial DefenseData Augmentation | CodeCode Available | 0 |
| Adversarial Robustness via Fisher-Rao Regularization | Jun 12, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Certified Defenses against Adversarial Examples | Jan 29, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| ADAPT to Robustify Prompt Tuning Vision Transformers | Mar 19, 2024 | Adversarial Defense | CodeCode Available | 0 |
| MAD: Meta Adversarial Defense Benchmark | Sep 18, 2023 | Adversarial DefenseFew-Shot Learning | CodeCode Available | 0 |
| Making Pre-trained Language Models both Task-solvers and Self-calibrators | Jul 21, 2023 | Adversarial Defense | CodeCode Available | 0 |
| Shedding More Light on Robust Classifiers under the lens of Energy-based Models | Jul 8, 2024 | Adversarial Defense | CodeCode Available | 0 |
| Masked Language Model Based Textual Adversarial Example Detection | Apr 18, 2023 | Adversarial DefenseLanguage Modeling | CodeCode Available | 0 |
| White-Box Adversarial Defense via Self-Supervised Data Estimation | Sep 13, 2019 | Adversarial DefenseSelf-Supervised Learning | CodeCode Available | 0 |
| MaskPure: Improving Defense Against Text Adversaries with Stochastic Purification | Jun 18, 2024 | Adversarial DefenseDenoising | CodeCode Available | 0 |
| MMA Training: Direct Input Space Margin Maximization through Adversarial Training | Dec 6, 2018 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| SimAug: Learning Robust Representations from 3D Simulation for Pedestrian Trajectory Prediction in Unseen Cameras | Apr 4, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients | Sep 28, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Adaptive Modeling Against Adversarial Attacks | Dec 23, 2021 | Adversarial DefenseDeep Learning | CodeCode Available | 0 |
