Nate Mathews

Research Scientist at Rochester Institute of Technology

City of Rochester, New York, United States
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Summary

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Senior
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Top School
Nate Mathews is a research scientist and PhD candidate at Rochester Institute of Technology with nine years of experience applying machine learning to cybersecurity, privacy, and network traffic analysis. He has pioneered deep-learning and transformer-based approaches for website fingerprinting and flow correlation attacks, producing papers at ACM CCS and IEEE S&P and helping secure over $1M in related grants. Nate bridges offensive and defensive research, developing models that both expose and mitigate privacy vulnerabilities in anonymity networks and achieving substantial reductions in flow-correlation error through deep metric learning. He also teaches advanced cybersecurity and ML courses, created a novel LLMs-in-cybersecurity class, and mentors students in experimental design and publication. Based in Rochester, NY, he is active on GitHub and maintains a personal project site that documents his publications and tooling. Colleagues describe him as a pragmatic researcher who moves rapidly from theoretical insight to reproducible code and real-world evaluation.
code9 years of coding experience
job1 year of employment as a software developer
bookDoctor of Philosophy - PhD, Computing and Information Sciences, Doctor of Philosophy - PhD, Computing and Information Sciences at Rochester Institute of Technology
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Github Skills (14)

mongodb10
discord-bot10
discord10
calendars10
credit6
privacy-enhancing-technologies4
deep-learning3
machine-learning3
fingerprinting3
packet3
privacy2
generative2
pytorch1
generative-adversarial-network1

Programming languages (3)

JavaMATLABPython

Github contributions (5)

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notem/Saber-Bot

Nov 2016 - Sep 2022

A discord bot to manage schedules & calendars with discord notifications.
Contributions:699 commits, 550 pushes, 14 branches in 5 years 10 months
calendardiscordschedulesbotdiscord-bot
notem/tor-browser-crawler

Oct 2019 - Feb 2021

Contributions:4 commits, 4 pushes in 1 year 3 months
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Nate Mathews - Research Scientist at Rochester Institute of Technology