Train Once, Reuse Later: Three Tests of Skipping BCI Calibration

Same person, a labeled earlier session, no new labels: a frozen foundation model scored above a spectral baseline, a target detector ranked less well by the last visit, and a fixed ridge for cursor tracking did worse than a constant.