Reconciling Universal and Uniform Learning with $Q$-Aggregation

Mikael Møller Høgsgaard, Patrick Rebeschini, Tobias Wegel

We study regression under bounded responses in terms of excess mean squared error. When the comparator class is finite, this setting is known as model selection aggregation, and ac…