Controlling Multiple Errors Simultaneously with a PAC-Bayes Bound

Reuben Adams, John Shawe-Taylor, Benjamin Guedj

Current PAC-Bayes generalisation bounds are restricted to scalar metrics of performance, such as the loss or error rate. However, one ideally wants more information-rich certificat…