PAC-Bayes-Chernoff bounds for unbounded losses

Ioar Casado, Luis A. Ortega, Aritz Pérez +1

We introduce a new PAC-Bayes oracle bound for unbounded losses that extends Cramér-Chernoff bounds to the PAC-Bayesian setting. The proof technique relies on controlling the tails…