Melanie E. Cornelius

Hello and Welcome!

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My name is Melanie Cornelius. I’m a fully-qualified PhD candidate in HPC at the University of Illinois at Chicago, where I work in the SPEAR lab. I graduate in May 2027. I’m excited to be here!

I’m employed full-time as a research aide at the Argonne Leadership Computing Facility, part of Argonne National Laboratory, and I teach at Loyola University Chicago.

This Fall, 2026, I’m teaching COMP 464, High Performance Computing. If you’re here for course information, head over to the teaching page.

I earned a BS in physics (minor in CS) and a MS in CS from the Illinois Institute of Technology in 2016 and 2018, respectively.

I like HPC. My focus is on performance monitoring/analytics, and the lofty goal is to make HPC work better for everyone. I focus on work with intersecting theory and empiricism. When I’m not spending time with my family, I also garden, a weirdly-common trend in CS. I also read a lot, sometimes even for fun! Old-school SciFi is my thing, plus (predictably) ACD’s Sherlock Holmes, and also Dresden Files.

If you want to chat, send me an email or schedule something via calendly.

news

Sep 10, 2026 New post: “Ethics and Echos: on AI and science”.
Sep 9, 2026 Project 1 is posted for COMP 464.
Aug 24, 2026 Teaching COMP 464: High Performance Computing at Loyola University Chicago this fall.
Jun 1, 2026 New paper with Greg Cross, Shilpika, Michael E. Papka, and Zhiling Lan: “Fusing System Data to Navigate Power-Saving Opportunities”, at JSSPP, co-located with IPDPS 2026. See the publications page.
Jan 10, 2026 Teaching two courses at Loyola University Chicago this spring: COMP 125: Visual Information Processing and COMP 150: Introduction to Computing.

latest posts

selected publications

2026

  1. Power-Saving
    Fusing System Data to Navigate Power-Saving Opportunities
    Melanie Cornelius, Greg Cross,  Shilpika, and 2 more authors
    JSSPP, IPDPS Workshops, 2026

2021

  1. RAN Testing
    A Study of NPB and CANDLE on Commercial Off-the-Shelf Disaggregated Memory
    Melanie Cornelius, and Avery Peck
    WORDS co-located with ASPLOS’21, 2021