Beyond Fixed Acquisition Functions: Temporal Difference Active Learning for Perturbation Discovery

Genetic and drug perturbation screens are important tools for elucidating disease mechanisms and validating therapeutic targets, but experimental costs limit the number of candidates that can be tested. Existing perturbation screening methods typically update the surrogate model with feedback while