Jeff A. Bilmes

The paper introduces and analyzes several novel data appraisal metrics, including the Vendi Score and matrix spectral functions, demonstrating that efficient optimization techniques make these metrics feasible for large-scale datasets, though it finds that facility location performs best in predicting held-out performance.