Research

Structure, thresholds, and stability

My work ranges from Ramsey theory and random thresholds to nonlinear feedback stabilization and sparse neural networks.

01

Discrete structure

Ramsey theory · thresholds

I study when sufficiently large unorganized objects are forced to contain ordered substructure, and when growing random objects acquire such structure with high probability.

02

Nonlinear dynamics

Feedback · stabilization

I investigate when nonlinear systems can be stabilized, and what topological or quantitative obstructions prevent feedback from working.

03

Sparse learning

Neural networks · lottery tickets

I develop methods for finding useful sparse subnetworks and study why capable structure emerges inside overparameterized models.

Publications & manuscripts

Research record

Journal articles, public preprints, technical reports, and doctoral work.

2021Artificial intelligence · Technical report

Artificial Intelligence and Machine Learning Approaches for Enhanced SDA

with Dido Salazar and Robert Nelson

Project West Wing Technical Operating Report TOR-2021-02533, The Aerospace Corporation, 22 pp.

2021Systems engineering · Technical report

Digital Threat Model Verification & Validation

Robert Nelson and Bryce A. Christopherson

Project West Wing Technical Operating Report TOR-2021-00810, The Aerospace Corporation, 17 pp.

2019Dissertation

Stability in Common and Uncommon Places

University of Wyoming

PhD dissertation on stabilization phenomena across several mathematical settings.

Mentoring

Students & research group

I advise graduate students and work with undergraduates on projects in combinatorics, control, and machine learning.

Graduate students

Current

  • Darian Colgrove
  • Jack Baretz

Graduate students

Past

  • Ganesha Thondilege
  • Tunde Alesinloye
  • Daniel Atta Kwakye
  • Jonathan Wirkkala

Undergraduate research group

Current

  • Casia Steinhaus
  • Taylor Valdez

Undergraduate research group

Past

  • Jack Baretz
  • Salah Dandan
  • Augustus Tandberg
  • Gabrielle Wahl
  • Martin Epstein
  • Liam Turman
  • Josh Dorsam