Adversarial Attacks and Defences: A Survey
Anirban Chakraborty (Indian Institute of Technology, Kharagpur), Manaar Alam (Indian Institute of Technology, Kharagpur), Vishal Dey (The Ohio State University), Anupam Chattopadhyay (Nanyang Technological University), Debdeep Mukhopadhyay (Indian Institute of Technology, Kharagpur)
Published Sep 28, 2018 ยท arXiv:1810.00069
cs.LGcs.CRstat.ML
Abstract
This paper provides a detailed discussion on different types of adversarial attacks on machine learning models with various threat models and also elaborates on the efficiency and challenges of recent countermeasures against them.
