Topic
Embedding physical descriptors and physicochemical constraints in model pipelines so predictions are limited to materials that can realistically exist.
Tampere University's SF-PULSE recovers quantitative phase images of unstained living cells from a single frame, in a system small enough to sit in an incubator. According to the university, labs can then follow individual cells for hours or days without taking the dish out.
Reality
Researchers report a Landau-constrained neural operator that runs antiferroelectric phase-field simulations in seconds, not hours, at R2 above 0.96. That score is measured against the solver it imitates, so it speeds up screening only as far as the solver matches real ceramics.
Reality
The UC Berkeley spin-out's Form D reports $19,428,895 sold against a $32.4 million target, and $7.4 million of that came from converted securities, leaving about $12 million the filing does not break out as cash.
Reality
The framework is built so that a predicted mineral concentration cannot come out negative, and its real target is parameters no experiment supplies, which is also why the account leaves its accuracy unpriced.
Reality
A team led by Ho Won Jang used language models to pull 1,202 property records out of published work, screened about 150 million candidate compositions down to 37, and synthesized two.
Reality