adaptive experimentation 1cell painting 1decision-time information 1pharmacogenomics 1policy authorization 1risk control 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
Testing when adaptive data acquisition can replace fixed measurement plans
Jia Bi, Samuel Pinilla, Chenyang Zhu
The paper proposes OPAL, a framework that certifies when decision‑time information is sufficient to safely enable adaptive experimentation by enforcing a pre‑committed contract wit…
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…