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.
Research
My work ranges from Ramsey theory and random thresholds to nonlinear feedback stabilization and sparse neural networks.
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.
Feedback · stabilization
I investigate when nonlinear systems can be stabilized, and what topological or quantitative obstructions prevent feedback from working.
Neural networks · lottery tickets
I develop methods for finding useful sparse subnetworks and study why capable structure emerges inside overparameterized models.
Publications & manuscripts
Journal articles, public preprints, technical reports, and doctoral work.
A score-space method that lets a sparse neural network discover its own effective sparsity while searching for strong lottery tickets.
Project pageA quantitative study of how openness near an equilibrium constrains the gain required from a stabilizing feedback law.
Project pageNecessary conditions for when the Park–Pham estimate improves on the trivial upper bound, together with sufficient conditions for asymptotically exact information.
Project pageBounds for the number of monochromatic copies forced at critical multicolor Ramsey thresholds.
Project pageRamsey-theoretic characterizations for problems that do not initially appear to be Ramsey problems.
Project pageA transfer principle showing when threshold bounds survive conditioning, with formulations for finite posets and permutation patterns.
Project pageA composition-operator characterization that reduces continuous feedback stabilizability to stability of a system built from a local section.
Project pageProject West Wing Technical Operating Report TOR-2021-02533, The Aerospace Corporation, 22 pp.
Project West Wing Technical Operating Report TOR-2021-00810, The Aerospace Corporation, 17 pp.
Variational characterizations of local asymptotic and exponential stabilization.
Project pagePhD dissertation on stabilization phenomena across several mathematical settings.
Mentoring
I advise graduate students and work with undergraduates on projects in combinatorics, control, and machine learning.
Graduate students
Graduate students
Undergraduate research group
Undergraduate research group