Gandhi, Mahabal, and Jencson present ML methods to identify rare/transient astronomical objects for the Nancy Grace Roman Space Telescope, slated to launch as early as September 2026 for wide-field surveys. The work prepares automated detection pipelines ahead of a major data deluge. Domain-specific astronomy application of ML at scale.