270 citations · 280 across the 5 of their papers we have counts for
10 papers
Identifying botnet IP address clusters using natural language processing techniques on honeypot command logs
Valentino Crespi, Wes Hardaker, Sami Abu-El-Haija +1
Computer security has been plagued by increasing formidable, dynamic, hard-to-detect, hard-to-predict, and hard-to-characterize hacking techniques. Such techniques are very often d…
Graph Traversal with Tensor Functionals: A Meta-Algorithm for Scalable Learning
Elan Markowitz, Keshav Balasubramanian, Mehrnoosh Mirtaheri +4
Graph Representation Learning (GRL) methods have impacted fields from chemistry to social science. However, their algorithmic implementations are specialized to specific use-cases…
Fast Graph Learning with Unique Optimal Solutions
Sami Abu-El-Haija, Valentino Crespi, Greg Ver Steeg +1
We consider two popular Graph Representation Learning (GRL) methods: message passing for node classification and network embedding for link prediction. For each, we pick a popular…
Zero-shot Synthesis with Group-Supervised Learning
Yunhao Ge, Sami Abu-El-Haija, Gan Xin +1
Visual cognition of primates is superior to that of artificial neural networks in its ability to 'envision' a visual object, even a newly-introduced one, in different attributes in…
End-to-end Learning of Compressible Features
Saurabh Singh, Sami Abu-El-Haija, Nick Johnston +3
Pre-trained convolutional neural networks (CNNs) are powerful off-the-shelf feature generators and have been shown to perform very well on a variety of tasks. Unfortunately, the ge…
Human Languages in Source Code: Auto-Translation for Localized Instruction
Chris Piech, Sami Abu-El-Haija
Computer science education has promised open access around the world, but access is largely determined by what human language you speak. As younger students learn computer science…