Adversarial Attack Detection

Data Poisoning against Differentially-Private Learners: Attacks and Defenses

Authors: Yuzhe Ma, Xiaojin Zhu, Justin Hsu | Published: 2019-03-23 | Updated: 2019-07-05
Detection of Poison Data for Backdoor Attacks
Adversarial Attack Detection
Untargeted Toxicity Attack

Improving Adversarial Robustness via Guided Complement Entropy

Authors: Hao-Yun Chen, Jhao-Hong Liang, Shih-Chieh Chang, Jia-Yu Pan, Yu-Ting Chen, Wei Wei, Da-Cheng Juan | Published: 2019-03-23 | Updated: 2019-08-07
Robust Optimization
Adversarial Learning
Adversarial Attack Detection

On the Robustness of Deep K-Nearest Neighbors

Authors: Chawin Sitawarin, David Wagner | Published: 2019-03-20
Certified Robustness
Effective Perturbation Methods
Adversarial Attack Detection

Clonability of anti-counterfeiting printable graphical codes: a machine learning approach

Authors: Olga Taran, Slavi Bonev, Slava Voloshynovskiy | Published: 2019-03-18
Performance Evaluation
Adversarial Attack Detection
Deep Learning Model

Generating Adversarial Examples With Conditional Generative Adversarial Net

Authors: Ping Yu, Kaitao Song, Jianfeng Lu | Published: 2019-03-18
Certified Robustness
Adversarial Example
Adversarial Attack Detection

Adversarial Attacks on Deep Neural Networks for Time Series Classification

Authors: Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller | Published: 2019-03-17 | Updated: 2019-04-26
Adversarial Example
Adversarial Learning
Adversarial Attack Detection

Defending Against Adversarial Attacks by Leveraging an Entire GAN

Authors: Gokula Krishnan Santhanam, Paulina Grnarova | Published: 2018-05-27
Trigger Detection
Model Robustness
Adversarial Attack Detection

Unsupervised Learning for Trustworthy IoT

Authors: Nikhil Banerjee, Thanassis Giannetsos, Emmanouil Panaousis, Clive Cheong Took | Published: 2018-05-25
Data-Driven Clustering
User Behavior Analysis
Adversarial Attack Detection

Towards Robust Training of Neural Networks by Regularizing Adversarial Gradients

Authors: Fuxun Yu, Zirui Xu, Yanzhi Wang, Chenchen Liu, Xiang Chen | Published: 2018-05-23 | Updated: 2018-06-07
Model Robustness
Adversarial Learning
Adversarial Attack Detection

Adversarially Robust Training through Structured Gradient Regularization

Authors: Kevin Roth, Aurelien Lucchi, Sebastian Nowozin, Thomas Hofmann | Published: 2018-05-22
Model Robustness
Loss Function
Adversarial Attack Detection