generalization bounds

Strong inductive biases provably prevent harmless interpolation

We show that the strength of a model’s inductive bias determines whether interpolation of noisy data is harmless or harmful.

Michael Aerni, Marco Milanta, Konstantin Donhauser, Fanny Yang