Matt Fredrikson
Carnegie Mellon University(US)
Publications by Year
Research Areas
Adversarial Robustness in Machine Learning, Advanced Malware Detection Techniques, Explainable Artificial Intelligence (XAI), Privacy-Preserving Technologies in Data, Ethics and Social Impacts of AI
Most-Cited Works
- → The Limitations of Deep Learning in Adversarial Settings(2016)3,867 cited
- → Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures(2015)2,704 cited
- → Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting(2018)883 cited
- Privacy in Pharmacogenetics: An End-to-End Case Study of Personalized Warfarin Dosing.(2014)
- → Synthesizing Near-Optimal Malware Specifications from Suspicious Behaviors(2010)199 cited
- → A Methodology for Formalizing Model-Inversion Attacks(2016)152 cited
- → Cyber SA: Situational Awareness for Cyber Defense(2009)133 cited
- → A Layered Architecture for Detecting Malicious Behaviors(2008)131 cited
- → Verified Security for Browser Extensions(2011)112 cited
- On the practical exploitability of dual EC in TLS implementations(2014)