I-SAFE: Wasserstein Coherence Metrics for Structural Auditing of Scientific AI Models

Barbara Tarantino, Gennaro Auricchio, Paolo Giudici

Deep learning models are increasingly used in scientific prediction tasks where strong benchmark performance is often interpreted as evidence of scientifically meaningful behavior.…