133 citations · 146 across the 4 of their papers we have counts for
5 papers
Connecting Lyapunov Control Theory to Adversarial Attacks
Arash Rahnama, Andre T. Nguyen, Edward Raff
Significant work is being done to develop the math and tools necessary to build provable defenses, or at least bounds, against adversarial attacks of neural networks. In this work,…
Toward Metric Indexes for Incremental Insertion and Querying
Edward Raff, Charles Nicholas
In this work we explore the use of metric index structures, which accelerate nearest neighbor queries, in the scenario where we need to interleave insertions and queries during dep…
Fair Forests: Regularized Tree Induction to Minimize Model Bias
Edward Raff, Jared Sylvester, Steven Mills
The potential lack of fairness in the outputs of machine learning algorithms has recently gained attention both within the research community as well as in society more broadly. Su…
Malware Detection by Eating a Whole EXE
Edward Raff, Jon Barker, Jared Sylvester +3
In this work we introduce malware detection from raw byte sequences as a fruitful research area to the larger machine learning community. Building a neural network for such a probl…
Learning the PE Header, Malware Detection with Minimal Domain Knowledge
Edward Raff, Jared Sylvester, Charles Nicholas
Many efforts have been made to use various forms of domain knowledge in malware detection. Currently there exist two common approaches to malware detection without domain knowledge…