Wrapper Boxes: Faithful Attribution of Model Predictions to Training Data

Yiheng Su, Junyi Jessy Li, Matthew Lease

Can we preserve the accuracy of neural models while also providing faithful explanations of model decisions to training data? We propose a "wrapper box'' pipeline: training a neura…