Personalized Federated Sparse Adaptation of Time-Series Foundation Models

Priyanka Nihalchandani, Naman Srivastava, Varun Ojha +1

Federated adaptation of time-series foundation models (TSFMs) is attractive for building energy forecasting because meter data are private, distributed, and highly non-IID. However…