| Perceptual Adversarial Robustness: Generalizable Defenses Against Unforeseen Threat Models | Jan 1, 2021 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| General Adversarial Defense via Pixel Level and Feature Level Distribution Alignment | Jan 1, 2021 | Adversarial Defenseimage-classification | —Unverified | 0 |
| Target Training: Tricking Adversarial Attacks to Fail | Jan 1, 2021 | Adversarial Defense | —Unverified | 0 |
| Towards Adversarial Robustness of Bayesian Neural Network through Hierarchical Variational Inference | Jan 1, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Ensemble-based Adversarial Defense Using Diversified Distance Mapping | Jan 1, 2021 | Adversarial DefenseDiversity | —Unverified | 0 |
| Exploiting Safe Spots in Neural Networks for Preemptive Robustness and Out-of-Distribution Detection | Jan 1, 2021 | Adversarial DefenseOut-of-Distribution Detection | —Unverified | 0 |
| Defending against black-box adversarial attacks with gradient-free trained sign activation neural networks | Jan 1, 2021 | Adversarial Defense | CodeCode Available | 0 |
| SAD: Saliency Adversarial Defense without Adversarial Training | Jan 1, 2021 | Adversarial Defense | —Unverified | 0 |
| RAILS: A Robust Adversarial Immune-inspired Learning System | Dec 18, 2020 | Adversarial DefenseDiversity | —Unverified | 0 |
| Learning Energy-Based Models With Adversarial Training | Dec 11, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Geometric Adversarial Attacks and Defenses on 3D Point Clouds | Dec 10, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| From a Fourier-Domain Perspective on Adversarial Examples to a Wiener Filter Defense for Semantic Segmentation | Dec 2, 2020 | Adversarial DefenseSemantic Segmentation | —Unverified | 0 |
| Guided Adversarial Attack for Evaluating and Enhancing Adversarial Defenses | Nov 30, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| FaceGuard: A Self-Supervised Defense Against Adversarial Face Images | Nov 28, 2020 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Learnable Boundary Guided Adversarial Training | Nov 23, 2020 | Adversarial Defense | CodeCode Available | 1 |
| A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning | Nov 20, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Self-Gradient Networks | Nov 18, 2020 | Adversarial Defense | —Unverified | 0 |
| Adversarial defense for deep speaker recognition using hybrid adversarial training | Oct 30, 2020 | Adversarial DefenseSpeaker Recognition | —Unverified | 0 |
| WaveTransform: Crafting Adversarial Examples via Input Decomposition | Oct 29, 2020 | Adversarial DefenseObject Recognition | —Unverified | 0 |
| Attack Agnostic Adversarial Defense via Visual Imperceptible Bound | Oct 25, 2020 | Adversarial Defense | —Unverified | 0 |
| An Analysis of Robustness of Non-Lipschitz Networks | Oct 13, 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 |
| Information Obfuscation of Graph Neural Networks | Sep 28, 2020 | Adversarial DefenseGraph Representation Learning | CodeCode Available | 1 |
| Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations | Sep 21, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Open-set Adversarial Defense | Sep 2, 2020 | Adversarial DefenseDecoder | CodeCode Available | 1 |
| Benchmarking adversarial attacks and defenses for time-series data | Aug 30, 2020 | Adversarial DefenseBenchmarking | —Unverified | 0 |
| Likelihood Landscapes: A Unifying Principle Behind Many Adversarial Defenses | Aug 25, 2020 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Manifold Projection for Adversarial Defense on Face Recognition | Aug 1, 2020 | Adversarial DefenseFace Recognition | —Unverified | 0 |
| SimAug: Learning Robust Representations from Simulation for Trajectory Prediction | Aug 1, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Stylized Adversarial Defense | Jul 29, 2020 | Adversarial Defense | CodeCode Available | 1 |
| Cassandra: Detecting Trojaned Networks from Adversarial Perturbations | Jul 28, 2020 | Adversarial DefenseAnomaly Detection | —Unverified | 0 |
| Anomaly Detection in Unsupervised Surveillance Setting Using Ensemble of Multimodal Data with Adversarial Defense | Jul 17, 2020 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Multitask Learning Strengthens Adversarial Robustness | Jul 14, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Boundary thickness and robustness in learning models | Jul 9, 2020 | Adversarial DefenseData Augmentation | CodeCode Available | 1 |
| Can We Mitigate Backdoor Attack Using Adversarial Detection Methods? | Jun 26, 2020 | Adversarial DefenseBackdoor Attack | CodeCode Available | 1 |
| Smooth Adversarial Training | Jun 25, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Defending against adversarial attacks on medical imaging AI system, classification or detection? | Jun 24, 2020 | Adversarial DefenseGeneral Classification | CodeCode Available | 0 |
| Perceptual Adversarial Robustness: Defense Against Unseen Threat Models | Jun 22, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Defense by Latent Style Transformations | Jun 17, 2020 | Adversarial Defense | —Unverified | 0 |
| Targeted Adversarial Perturbations for Monocular Depth Prediction | Jun 12, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Tricking Adversarial Attacks To Fail | Jun 8, 2020 | Adversarial Defense | —Unverified | 0 |
| mFI-PSO: A Flexible and Effective Method in Adversarial Image Generation for Deep Neural Networks | Jun 5, 2020 | Adversarial Defenseimage-classification | CodeCode Available | 0 |
| Exploring the role of Input and Output Layers of a Deep Neural Network in Adversarial Defense | Jun 2, 2020 | Adversarial Defense | —Unverified | 0 |
| Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models | May 27, 2020 | Adversarial DefenseAdversarial Purification | CodeCode Available | 1 |
| Revisiting Role of Autoencoders in Adversarial Settings | May 21, 2020 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Encryption Inspired Adversarial Defense for Visual Classification | May 16, 2020 | Adversarial DefenseClassification | —Unverified | 0 |
| Class-Aware Domain Adaptation for Improving Adversarial Robustness | May 10, 2020 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| RAIN: A Simple Approach for Robust and Accurate Image Classification Networks | Apr 24, 2020 | Adversarial DefenseGeneral Classification | CodeCode Available | 0 |
| Adversarial Attacks and Defenses: An Interpretation Perspective | Apr 23, 2020 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| PatchAttack: A Black-box Texture-based Attack with Reinforcement Learning | Apr 12, 2020 | Adversarial DefenseClustering | CodeCode Available | 1 |
