| SimAug: Learning Robust Representations from 3D Simulation for Pedestrian Trajectory Prediction in Unseen Cameras | Apr 4, 2020 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Physically Realizable Adversarial Examples for LiDAR Object Detection | Apr 1, 2020 | Adversarial DefenseAutonomous Driving | —Unverified | 0 |
| Toward Adversarial Robustness via Semi-supervised Robust Training | Mar 16, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Learn2Perturb: an End-to-end Feature Perturbation Learning to Improve Adversarial Robustness | Mar 2, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Certified Defense to Image Transformations via Randomized Smoothing | Feb 27, 2020 | Adversarial DefenseProvable Adversarial Defense | CodeCode Available | 0 |
| PaRoT: A Practical Framework for Robust Deep Neural Network Training | Jan 7, 2020 | Adversarial DefenseAutonomous Vehicles | CodeCode Available | 0 |
| ATHENA: A Framework based on Diverse Weak Defenses for Building Adversarial Defense | Jan 2, 2020 | Adversarial DefenseDenoising | CodeCode Available | 1 |
| MimicGAN: Robust Projection onto Image Manifolds with Corruption Mimicking | Dec 16, 2019 | Adversarial DefenseAnomaly Detection | —Unverified | 0 |
| Error Correcting Output Codes Improve Probability Estimation and Adversarial Robustness of Deep Neural Networks | Dec 1, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Smoothed Inference for Adversarially-Trained Models | Nov 17, 2019 | Adversarial Defense | CodeCode Available | 0 |
| Defensive Few-shot Learning | Nov 16, 2019 | Adversarial DefenseFew-Shot Learning | CodeCode Available | 0 |
| GraphDefense: Towards Robust Graph Convolutional Networks | Nov 11, 2019 | Adversarial Defense | CodeCode Available | 0 |
| MadNet: Using a MAD Optimization for Defending Against Adversarial Attacks | Nov 3, 2019 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Adversarial Defense via Local Flatness Regularization | Oct 27, 2019 | Adversarial Defense | —Unverified | 0 |
| Enforcing Linearity in DNN succours Robustness and Adversarial Image Generation | Oct 17, 2019 | Adversarial DefenseImage Generation | —Unverified | 0 |
| A New Defense Against Adversarial Images: Turning a Weakness into a Strength | Oct 16, 2019 | Adversarial Defense | CodeCode Available | 0 |
| Adversarial Defense via Learning to Generate Diverse Attacks | Oct 1, 2019 | Adversarial Defense | CodeCode Available | 0 |
| Defensive Tensorization: Randomized Tensor Parametrization for Robust Neural Networks | Sep 25, 2019 | Adversarial DefenseAudio Classification | —Unverified | 0 |
| Universal Learning Approach for Adversarial Defense | Sep 25, 2019 | Adversarial Defense | —Unverified | 0 |
| Simple and Effective Stochastic Neural Networks | Sep 25, 2019 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Training Robust Deep Neural Networks via Adversarial Noise Propagation | Sep 19, 2019 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Natural Language Adversarial Defense through Synonym Encoding | Sep 15, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Defending Against Adversarial Attacks by Suppressing the Largest Eigenvalue of Fisher Information Matrix | Sep 13, 2019 | Adversarial DefenseTraffic Sign Recognition | —Unverified | 0 |
| White-Box Adversarial Defense via Self-Supervised Data Estimation | Sep 13, 2019 | Adversarial DefenseSelf-Supervised Learning | CodeCode Available | 0 |
| Towards Model-Agnostic Adversarial Defenses using Adversarially Trained Autoencoders | Sep 12, 2019 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Gated Convolutional Networks with Hybrid Connectivity for Image Classification | Aug 26, 2019 | Adversarial DefenseClassification | CodeCode Available | 0 |
| Testing Robustness Against Unforeseen Adversaries | Aug 21, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Adversarial Defense by Suppressing High-frequency Components | Aug 19, 2019 | Adversarial DefenseClassification | CodeCode Available | 0 |
| Adversarial Robustness through Local Linearization | Jul 4, 2019 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Comment on "Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network" | Jul 1, 2019 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization | Jun 25, 2019 | Adversarial DefenseImage Segmentation | —Unverified | 0 |
| Improved Adversarial Robustness via Logit Regularization Methods | Jun 10, 2019 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers | Jun 9, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Defending Against Universal Attacks Through Selective Feature Regeneration | Jun 8, 2019 | Adversarial Defense | CodeCode Available | 0 |
| Adversarial Explanations for Understanding Image Classification Decisions and Improved Neural Network Robustness | Jun 7, 2019 | Adversarial DefenseFraud Detection | CodeCode Available | 0 |
| Robustness for Non-Parametric Classification: A Generic Attack and Defense | Jun 7, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses | Jun 1, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Scaleable input gradient regularization for adversarial robustness | May 27, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Enhancing Adversarial Defense by k-Winners-Take-All | May 25, 2019 | Adversarial DefenseAll | CodeCode Available | 0 |
| Privacy Risks of Securing Machine Learning Models against Adversarial Examples | May 24, 2019 | Adversarial DefenseBIG-bench Machine Learning | CodeCode Available | 0 |
| Adversarial Examples for Electrocardiograms | May 13, 2019 | Adversarial DefenseArrhythmia Detection | —Unverified | 0 |
| Adversarial Defense Framework for Graph Neural Network | May 9, 2019 | Adversarial DefenseContrastive Learning | —Unverified | 0 |
| You Only Propagate Once: Accelerating Adversarial Training via Maximal Principle | May 2, 2019 | Adversarial DefenseGPU | CodeCode Available | 0 |
| Pixel Redrawn For A Robust Adversarial Defense | May 1, 2019 | Adversarial Defense | —Unverified | 0 |
| Adversarial Training for Free! | Apr 29, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Gotta Catch 'Em All: Using Honeypots to Catch Adversarial Attacks on Neural Networks | Apr 18, 2019 | Adversarial AttackAdversarial Attack Detection | CodeCode Available | 0 |
| Adversarial Defense Through Network Profiling Based Path Extraction | Apr 17, 2019 | Adversarial Defense | —Unverified | 0 |
| Adversarial Defense by Restricting the Hidden Space of Deep Neural Networks | Apr 1, 2019 | Adversarial Defense | CodeCode Available | 0 |
| A Provable Defense for Deep Residual Networks | Mar 29, 2019 | Adversarial DefenseNovel Concepts | CodeCode Available | 0 |
| Benchmarking Neural Network Robustness to Common Corruptions and Perturbations | Mar 28, 2019 | Adversarial DefenseBenchmarking | CodeCode Available | 2 |
