What Can a Gaussian Process Design Test
The paper presents a prospective test for Gaussian process (GP) models to determine potential contradictions before data collection. It distinguishes between structural evidence, which grows with decreasing noise, and prior-based evidence, which is limited by the prior assumptions. The method uses Gale duality to identify minimal observation sets (circuits) that expose model errors.