Nina Żukowska

Exploring Representations and Interventions in Time Series Foundation Models

Time series foundation models (TSFMs) promise to be powerful tools for a wide range of applications. However, their internal representations and learned concepts are still not well understood. In this study, we investigate the structure and redundancy of representations across various TSFMs, examini…