GSOC Week 7: The 96% That Wasn't
I caught my own model cheating on a test, realized the test itself was broken, and rebuilt the whole thing around a much cooler question: what does each cell grow up to become?
Graph Neural Networks
GSoC Midterm: Everything I've Built So Far
A walk through the work done till the midterm evaluation from raw C. elegans microscopy to a trained ESTGEL model, attention maps, and an interactive embryo dashboard.
GSOC Week 3: ESTGEL Explained with a Social Network Analogy
A plain-English breakdown of ESTGEL’s three modules using a student friendship network analogy.
Tiny Worms and Large Graphs
So, I Started Working on OpenWorm
EPIC Dataset: From Microscopy to Graph Neural Networks
Complete guide to preprocessing and analyzing C. elegans embryonic development using spatio-temporal graph data
EPIC Dataset: From Microscopy to Graph Neural Networks
Complete guide to preprocessing and analyzing C. elegans embryonic development using spatio-temporal graph data
Attention in Development Biology?
My set of research while i build my proposal for GSOC 2026 at the Openworm Foundation