Generalisation under gradient descent via deterministic PAC-Bayes

Eugenio Clerico, Tyler Farghly, George Deligiannidis +2

We establish disintegrated PAC-Bayesian generalisation bounds for models trained with gradient descent methods or continuous gradient flows. Contrary to standard practice in the PA…