Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization
Authors: Luis Muñoz-González, Battista Biggio, Ambra Demontis, Andrea Paudice, Vasin Wongrassamee, Emil C. Lupu, Fabio Roli | Published: 2017-08-29
Poisoning
ZOO: Zeroth Order Optimization based Black-box Attacks to Deep Neural Networks without Training Substitute Models
Authors: Pin-Yu Chen, Huan Zhang, Yash Sharma, Jinfeng Yi, Cho-Jui Hsieh | Published: 2017-08-14 | Updated: 2017-11-02
Certified Defenses for Data Poisoning Attacks
Authors: Jacob Steinhardt, Pang Wei Koh, Percy Liang | Published: 2017-06-09 | Updated: 2017-11-24
Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection
Authors: Ambra Demontis, Marco Melis, Battista Biggio, Davide Maiorca, Daniel Arp, Konrad Rieck, Igino Corona, Giorgio Giacinto, Fabio Roli | Published: 2017-04-28
Adequacy of the Gradient-Descent Method for Classifier Evasion Attacks
Authors: Yi Han, Benjamin I. P. Rubinstein | Published: 2017-04-06 | Updated: 2017-05-25
Understanding Black-box Predictions via Influence Functions
Authors: Pang Wei Koh, Percy Liang | Published: 2017-03-14 | Updated: 2020-12-29
Generative Poisoning Attack Method Against Neural Networks
Authors: Chaofei Yang, Qing Wu, Hai Li, Yiran Chen | Published: 2017-03-03