Spatial Adapter: Structured Spatial Decomposition and Closed-Form Covariance for Frozen Predictors

We present the Spatial Adapter, a parameter-efficient post-hoc layer that equips any frozen first-stage predictor with a structured spatial representation of its residual field and an induced closed-form spatial covariance. The adapter operates as a cascade second stage on residuals, jointly learnin...