| Improving Adversarial Robustness via Guided Complement Entropy | Mar 23, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Fast Bayesian Uncertainty Estimation and Reduction of Batch Normalized Single Image Super-Resolution Network | Mar 22, 2019 | Adversarial DefenseImage Reconstruction | CodeCode Available | 0 |
| Adversarial Examples on Graph Data: Deep Insights into Attack and Defense | Mar 5, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| L 1-norm double backpropagation adversarial defense | Mar 5, 2019 | Adversarial Defense | —Unverified | 0 |
| PuVAE: A Variational Autoencoder to Purify Adversarial Examples | Mar 2, 2019 | Adversarial DefenseAdversarial Defense against FGSM Attack | —Unverified | 0 |
| Robust Decision Trees Against Adversarial Examples | Feb 27, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Wasserstein Adversarial Examples via Projected Sinkhorn Iterations | Feb 21, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch | Feb 20, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| On Evaluating Adversarial Robustness | Feb 18, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Certified Adversarial Robustness via Randomized Smoothing | Feb 8, 2019 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Is AmI (Attacks Meet Interpretability) Robust to Adversarial Examples? | Feb 6, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Theoretically Principled Trade-off between Robustness and Accuracy | Jan 24, 2019 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Image Super-Resolution as a Defense Against Adversarial Attacks | Jan 7, 2019 | Adversarial DefenseImage Enhancement | CodeCode Available | 0 |
| PPD: Permutation Phase Defense Against Adversarial Examples in Deep Learning | Dec 25, 2018 | Adversarial DefenseDeep Learning | CodeCode Available | 0 |
| Feature Denoising for Improving Adversarial Robustness | Dec 9, 2018 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Adversarial Defense of Image Classification Using a Variational Auto-Encoder | Dec 7, 2018 | Adversarial DefenseGeneral Classification | CodeCode Available | 0 |
| MMA Training: Direct Input Space Margin Maximization through Adversarial Training | Dec 6, 2018 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Adversarial Defense by Stratified Convolutional Sparse Coding | Nov 30, 2018 | Adversarial Defense | CodeCode Available | 0 |
| ResNets Ensemble via the Feynman-Kac Formalism to Improve Natural and Robust Accuracies | Nov 26, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Attention, Please! Adversarial Defense via Activation Rectification and Preservation | Nov 24, 2018 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Parametric Noise Injection: Trainable Randomness to Improve Deep Neural Network Robustness against Adversarial Attack | Nov 22, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| MimicGAN: Corruption-Mimicking for Blind Image Recovery & Adversarial Defense | Nov 20, 2018 | Adversarial Defense | —Unverified | 0 |
| Learning to Defend by Learning to Attack | Nov 3, 2018 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Efficient Two-Step Adversarial Defense for Deep Neural Networks | Oct 8, 2018 | Adversarial DefenseVocal Bursts Valence Prediction | —Unverified | 0 |
| Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network | Oct 1, 2018 | Adversarial Defense | CodeCode Available | 0 |
| CAAD 2018: Generating Transferable Adversarial Examples | Sep 29, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Characterizing Audio Adversarial Examples Using Temporal Dependency | Sep 28, 2018 | Adversarial DefenseAutomatic Speech Recognition | —Unverified | 0 |
| Adversarial Defense via Data Dependent Activation Function and Total Variation Minimization | Sep 23, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Efficient Formal Safety Analysis of Neural Networks | Sep 19, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Defense Against Adversarial Attacks with Saak Transform | Aug 6, 2018 | Adversarial Defense | —Unverified | 0 |
| A Game-Based Approximate Verification of Deep Neural Networks with Provable Guarantees | Jul 10, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Benchmarking Neural Network Robustness to Common Corruptions and Surface Variations | Jul 4, 2018 | Adversarial DefenseBenchmarking | CodeCode Available | 1 |
| Customizing an Adversarial Example Generator with Class-Conditional GANs | Jun 27, 2018 | Adversarial DefenseDiversity | —Unverified | 0 |
| Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference | May 21, 2018 | Adversarial Defense | —Unverified | 0 |
| Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models | May 17, 2018 | Adversarial DefenseAdversarial Defense against FGSM Attack | CodeCode Available | 0 |
| Adversarial Defense based on Structure-to-Signal Autoencoders | Mar 21, 2018 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Stochastic Activation Pruning for Robust Adversarial Defense | Mar 5, 2018 | Adversarial Defense | CodeCode Available | 0 |
| Are Generative Classifiers More Robust to Adversarial Attacks? | Feb 19, 2018 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples | Feb 1, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Certified Defenses against Adversarial Examples | Jan 29, 2018 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality | Jan 8, 2018 | Adversarial Defense | CodeCode Available | 0 |
| Defense against Adversarial Attacks Using High-Level Representation Guided Denoiser | Dec 8, 2017 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| AOGNets: Compositional Grammatical Architectures for Deep Learning | Nov 15, 2017 | Adversarial DefenseDeep Learning | CodeCode Available | 0 |
| Mitigating Adversarial Effects Through Randomization | Nov 6, 2017 | Adversarial DefenseImage Classification | CodeCode Available | 0 |
| Countering Adversarial Images using Input Transformations | Oct 31, 2017 | Adversarial DefenseGeneral Classification | 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 |
| Adversarial-Playground: A Visualization Suite Showing How Adversarial Examples Fool Deep Learning | Aug 1, 2017 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Towards Deep Learning Models Resistant to Adversarial Attacks | Jun 19, 2017 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Generative Adversarial Trainer: Defense to Adversarial Perturbations with GAN | May 9, 2017 | Adversarial DefenseGenerative Adversarial Network | —Unverified | 0 |
| Delving into Transferable Adversarial Examples and Black-box Attacks | Nov 8, 2016 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
