Scientific Discovery under Validation Congestion via Multi-Fidelity Pairwise Rankings

What this work does

PRISMS prioritizes candidate molecules, materials and other designs using pairwise expert preferences instead of data-hungry absolute-score regressors. It selectively escalates uncertain comparisons to more expensive experts using a Fisher-information criterion.