Mitigating covariate shift in non-colocated data with learned parameter priors

Behraj Khan, Behroz Mirza, Nouman Durrani +1

When training data are distributed across{ time or space,} covariate shift across fragments of training data biases cross-validation, compromising model selection and assessment. W…