Defending Against Machine Learning Model Stealing Attacks Using Deceptive Perturbations
Authors: Taesung Lee, Benjamin Edwards, Ian Molloy, Dong Su | Published: 2018-05-31 | Updated: 2018-12-13
Detection of Model Extraction Attacks
Protection against Cloning for Deep Learning
Authors: Richard Kenway | Published: 2018-03-29
A Dynamic-Adversarial Mining Approach to the Security of Machine Learning
Authors: Tegjyot Singh Sethi, Mehmed Kantardzic, Lingyu Lyua, Jiashun Chen | Published: 2018-03-24
Securing the Internet of Things in the Age of Machine Learning and Software-defined Networking
Authors: Francesco Restuccia, Salvatore D'Oro, Tommaso Melodia | Published: 2018-03-13 | Updated: 2018-06-11
Model Extraction Warning in MLaaS Paradigm
Authors: Manish Kesarwani, Bhaskar Mukhoty, Vijay Arya, Sameep Mehta | Published: 2017-11-20
Hardening Quantum Machine Learning Against Adversaries
Authors: Nathan Wiebe, Ram Shankar Siva Kumar | Published: 2017-11-17
Attacking Machine Learning models as part of a cyber kill chain
Authors: Tam N. Nguyen | Published: 2017-05-01 | Updated: 2018-04-07