Topological and Geometric Signals of Alignment Faking
Looking for topological and geometric features and characterizations associated with alignment-faking. In progress.
Research & Projects
Optimized Persistence Distance
We developed topological discrepancy measures robust to anisotropic scaling noise. Applications to neural network latent representations and geospatial data.
Coming soon
METAGENE-1 Interpretability
We used sparse autoencoders (SAEs) to probe the metagenomic foundation model METAGENE-1's representations, finding organism-specific latents and linear pathogenicity separability.
LDP in Graph Theoretic Metric Spaces
Behavior of the Fréchet mean on graph theoretic metric spaces with rate functions. Mentored by Dr. Nicholas Cook.
Probably never
Polyomino Tilings
A fun AMS MM problem expanded into a short paper with friends. Research in Mathematics JTerm @ NCSSM