Thus, most meta and transfer-learning HPO methods [7-16] consider a restrictive setting where all tasks must share the same set of hyperparameters so that the input data can be represented as fixed-sizedvectors.

We introduce a novel online multitask setting.

Supervised transfer learning has received considerable attention due to its potential to boost the predictive power of machine learning in scenarios where data are scarce.