Reuben Adams

Controlling Multiple Errors Simultaneously with a PAC-Bayes Bound

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 certificates that control the entire distribution of possible outcomes, such as the distribution of the test loss in regression, o…