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List of works by Matt Fredrikson

A Layered Architecture for Detecting Malicious Behaviors

article published in Lecture Notes in Computer Science

Cyber SA: Situational Awareness for Cyber Defense

Enhancing the insertion of NOP instructions to obfuscate malware via deep reinforcement learning

scientific article published in 2022

Hunting for Discriminatory Proxies in Linear Regression Models ⬇️

scholarly article by Samuel Yeom et al published 2018 in Advances in Neural Information Processing Systems 31

Overfitting, robustness, and malicious algorithms: A study of potential causes of privacy risk in machine learning

scientific article published in 2020

Smoothed Geometry for Robust Attribution ⬇️

scientific article published in November 2020

Synthesizing Near-Optimal Malware Specifications from Suspicious Behaviors

scientific article published in 2010

The Limitations of Deep Learning in Adversarial Settings

Universal and Transferable Adversarial Attacks on Aligned Language Models ⬇️

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