Small Vocabularies, Big Gains: Pretraining and Tokenization in Time Series Models

Alexis Roger, Gwen Legate, Kashif Rasul +2

Tokenization and transfer learning are two critical components in building state of the art time series foundation models for forecasting. In this work, we systematically study the…