Matt Fredrikson

The Limitations of Deep Learning in Adversarial Settings

Nicolas Papernot, Patrick McDaniel, Somesh Jha et al. · 2016 · 3.9K citations

Computing, Computer Science, Computer Security +12

Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures

Matt Fredrikson, Somesh Jha, Thomas Ristenpart · 2015 · 2.8K citations · Full text

Computing, Computer Science, Cybersecurity +15

Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting

Samuel Yeom, Irene Giacomelli, Matt Fredrikson et al. · 2018 · 904 citations

Computing, Computer Science, Cybersecurity +17

Privacy in Pharmacogenetics: An End-to-End Case Study of Personalized Warfarin Dosing.

Matt Fredrikson, Éric Lantz, Somesh Jha et al. · PubMed · 2014 · 568 citations

Health Professions, Health Informatics, Health Information Privacy +16

Synthesizing Near-Optimal Malware Specifications from Suspicious Behaviors

Matt Fredrikson, Somesh Jha, Mihai Christodorescu et al. · 2010 · 199 citations

Computing, Computer Science, Cybersecurity +13