Operator-Theoretic Generalization Bounds for Multitask Deep Learning

Mahdi Mohammadigohari, Thomas Borsani, Giuseppe Di Fatta

We develop operator-theoretic generalization bounds for deep multi-output function classes by representing network layers as Koopman composition operators on vector-valued reproduc…