HongshengHu/Attacks-on-Machine-Learning

Survey of attacks on not just only Machine Learning, but Deep Learning

Attacks-on-Machine-Learning

Survey of attacks on not just only Machine Learning, but Deep Learning

1. Survey of attacks on machine learning

1.1 Blog

• Attacks-on-Machine-Learning

1.2 Academic paper

• Adversarial Attacks and Defences Competition
• The Threat of Adversarial Attacks on Machine Learning in Network Security -- A Survey
• A Survey of Privacy Attacks in Machine Learning
• Adversarial Examples: Attacks and Defenses for Deep Learning
• A taxonomy and survey of attacks against machine learning

2. Course

• Adversarial Machine Learning Reading List
• Security and Privacy of Machine Learning
• Adversarial Machine Learning (CS 7301.005)
• A summary of a keynote lecture at the Deep Learning Security workshop at IEEE Security and Privacy 2018
• Privacy machine learning workshop (CCS 2019)

3. Tool

• IBM: Adversarial Robustness Toolbox (ART) v1.3
• Pytorch: private machine learning
• Implementation of membership inference and model inversion attacks, extracting training data information from an ML model. Benchmarking attacks and defenses.