Research
Open work.
Shared freely.
Work we can share openly — papers, preprints, and public repositories. Core product research is under embargo until publication.
Publications & preprints
0 papersPapers will appear here as they are published or posted to preprint servers.
Research direction
What we're thinking about
Our core research interest is in learned physics models — surrogates that don't just fit curves but encode meaningful uncertainty about the physical system they approximate.
We are particularly interested in architectures that produce well-calibrated confidence intervals (not just point estimates), that remain differentiable for downstream optimization, and that generalize usefully within a process node even on cell types underrepresented in training data.
Core product research is under embargo pending publication. Work we can share will appear in the sections above.