3 papers
cs.LG2026
Held-out evidence resolves follow-up measurement decisions in biological screens
Jia Bi, Samuel Pinilla, Chenyang Zhu
Machine learning determines which follow-up measurements biological screens collect. In a six-rule Cell Painting battery, the highest-value rule would re-image 96.01% of the librar…
cs.LG2026
Scalar-pathway fidelity improves physical accuracy in short-range equivariant interatomic potentials
Jia Bi, Alin Marin Elena, Samuel Pinilla
Accurate interatomic potentials enable molecular dynamics of materials, molecules, and interfaces beyond density-functional-theory length and time scales. Equivariant neural networ…
cs.LG2024
Deep Learning Evidence for Global Optimality of Gerver's Sofa
Kuangdai Leng, Jia Bi, Jaehoon Cha +2
The Moving Sofa Problem, formally proposed by Leo Moser in 1966, seeks to determine the largest area of a two-dimensional shape that can navigate through an -shaped corridor wit…