| NOMARO: Defending against Adversarial Attacks by NOMA-Inspired Reconstruction Operation | Dec 14, 2021 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| 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 |
| Class-Disentanglement and Applications in Adversarial Detection and Defense | Dec 1, 2021 | Adversarial DefenseDisentanglement | —Unverified | 0 |
| Person Re-identification Method Based on Color Attack and Joint Defence | Nov 18, 2021 | Adversarial DefenseMetric Learning | CodeCode Available | 1 |
| Rebuild and Ensemble: Exploring Defense Against Text Adversaries | Nov 16, 2021 | Adversarial Defense | —Unverified | 0 |
| Detection of Adversarial Examples in NLP: Benchmark and Baseline via Robust Density Estimation | Nov 16, 2021 | Adversarial DefenseDensity Estimation | CodeCode Available | 0 |
| LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation | Oct 16, 2021 | Adversarial DefenseAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 0 |
| Game Theory for Adversarial Attacks and Defenses | Oct 8, 2021 | Adversarial DefenseDenoising | CodeCode Available | 0 |
| Modeling Adversarial Noise for Adversarial Defense | Sep 29, 2021 | Adversarial Defense | —Unverified | 0 |
| Improving Adversarial Defense with Self-supervised Test-time Fine-tuning | Sep 29, 2021 | Adversarial Defense | —Unverified | 0 |
| Towards Achieving Adversarial Robustness Beyond Perceptual Limits | Sep 29, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Two Souls in an Adversarial Image: Towards Universal Adversarial Example Detection using Multi-view Inconsistency | Sep 25, 2021 | Adversarial Attack DetectionAdversarial Defense | CodeCode Available | 0 |
| Modeling Adversarial Noise for Adversarial Training | Sep 21, 2021 | Adversarial Defense | CodeCode Available | 0 |
| TREATED:Towards Universal Defense against Textual Adversarial Attacks | Sep 13, 2021 | Adversarial Defense | —Unverified | 0 |
| Neural Ensemble Search via Bayesian Sampling | Sep 6, 2021 | Adversarial DefenseNeural Architecture Search | —Unverified | 0 |
| DropAttack: A Masked Weight Adversarial Training Method to Improve Generalization of Neural Networks | Aug 29, 2021 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Delving into Deep Image Prior for Adversarial Defense: A Novel Reconstruction-based Defense Framework | Jul 31, 2021 | Adversarial Defenseimage-classification | —Unverified | 0 |
| AID-Purifier: A Light Auxiliary Network for Boosting Adversarial Defense | Jul 14, 2021 | Adversarial Defense | —Unverified | 0 |
| RAILS: A Robust Adversarial Immune-inspired Learning System | Jun 27, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| NCIS: Neural Contextual Iterative Smoothing for Purifying Adversarial Perturbations | Jun 22, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| 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 |
| Voting for the right answer: Adversarial defense for speaker verification | Jun 15, 2021 | Adversarial DefenseSpeaker Verification | CodeCode Available | 0 |
| Adversarial Robustness via Fisher-Rao Regularization | Jun 12, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Improving White-box Robustness of Pre-processing Defenses via Joint Adversarial Training | Jun 10, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning | Jun 1, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Adaptive Feature Alignment for Adversarial Training | May 31, 2021 | Adversarial Defense | —Unverified | 0 |
| Demotivate adversarial defense in remote sensing | May 28, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Salient Feature Extractor for Adversarial Defense on Deep Neural Networks | May 14, 2021 | Adversarial DefenseGenerative Adversarial Network | CodeCode Available | 0 |
| Stochastic-Shield: A Probabilistic Approach Towards Training-Free Adversarial Defense in Quantized CNNs | May 13, 2021 | Adversarial DefenseDeep Learning | —Unverified | 0 |
| Evaluating Deception Detection Model Robustness To Linguistic Variation | Apr 23, 2021 | Adversarial DefenseDeception Detection | —Unverified | 0 |
| 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 |
| Improved Autoregressive Modeling with Distribution Smoothing | Mar 28, 2021 | Adversarial DefenseImage Compression | —Unverified | 0 |
| LiBRe: A Practical Bayesian Approach to Adversarial Detection | Mar 27, 2021 | Adversarial DefenseUncertainty Quantification | CodeCode Available | 1 |
| Learning Defense Transformers for Counterattacking Adversarial Examples | Mar 13, 2021 | Adversarial Defense | CodeCode Available | 0 |
| Internal Wasserstein Distance for Adversarial Attack and Defense | Mar 13, 2021 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Improving Global Adversarial Robustness Generalization With Adversarially Trained GAN | Mar 8, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution Heterogeneity | Feb 22, 2021 | Adversarial DefenseConditional Image Generation | CodeCode Available | 1 |
| Improving Hierarchical Adversarial Robustness of Deep Neural Networks | Feb 17, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Towards Adversarial-Resilient Deep Neural Networks for False Data Injection Attack Detection in Power Grids | Feb 17, 2021 | Adversarial DefenseState Estimation | —Unverified | 0 |
| Adversarial defense for automatic speaker verification by cascaded self-supervised learning models | Feb 14, 2021 | Adversarial DefenseOpen-Ended Question Answering | —Unverified | 0 |
| Robust Android Malware Detection System against Adversarial Attacks using Q-Learning | Jan 27, 2021 | Adversarial DefenseAndroid Malware Detection | —Unverified | 0 |
| A Comprehensive Evaluation Framework for Deep Model Robustness | Jan 24, 2021 | Adversarial Defensemodel | —Unverified | 0 |
| A Person Re-identification Data Augmentation Method with Adversarial Defense Effect | Jan 21, 2021 | Adversarial DefenseData Augmentation | 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 |
| Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds | Jan 15, 2021 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Untargeted, Targeted and Universal Adversarial Attacks and Defenses on Time Series | Jan 13, 2021 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| The Vulnerability of Semantic Segmentation Networks to Adversarial Attacks in Autonomous Driving: Enhancing Extensive Environment Sensing | Jan 11, 2021 | Adversarial DefenseAutonomous Driving | —Unverified | 0 |
| Layer-wise Adversarial Defense: An ODE Perspective | Jan 1, 2021 | Adversarial Defense | —Unverified | 0 |
