Yoshihiro Hayashi

Simulation-Supervised Foundation Models for Retention Time Prediction in High-Performance Liquid Chromatography beyond Experimental Data Coverage

FUSE-RT is developed, a multitask foundation model that integrates RT data from 179 chromatographic methods and adapts to unseen molecules and methods using limited target-domain data and establishes Sim2Real transfer as a scalable strategy for extending RT prediction beyond the finite coverage of experimental chromato...