Battista Biggio, Blaine Nelson, Pavel Laskov

Proceedings of the 29th International Conference on Machine Learning (ICML)

Investigates poisoning attacks against SVMs where adversaries inject crafted training data to increase test error. Uses gradient ascent to construct malicious data points.

https://arxiv.org/abs/1206.6389