Proceedings of the National Academy of Sciences, Volume 123, Issue 31, August 2026. SignificanceMachine learning excels when large, well-labeled datasets are available, yet many biologically important problems lack sufficient experimental data to support such approaches to discovery. This limitation is particularly acute for identifying …