Nature, Published online: 04 November 2026; doi:10.1038/s41586-026-11213-z

A new physics-based method combining the use of automatic differentiation to optimize millions of model parameters with a flexible physical model is described for starlight subtraction from real, on-sky coronagraphic images to greatly improve sensitivity.