Dear reader,

This supplementary material is structured as follows:

VarTS.ipynb: Plots in Figures 1 and 2.

BayesRegretBound.ipynb: Experiments for Figure 3.

BayesRegretBoundPlots.ipynb: Figure 3.

Sincerely,

The authors
