Bi-level Heterogeneous Learning for Time Series Foundation Models: A Federated Learning Approach

Shengchao Chen, Guodong Long, Dikai Liu +1

Heterogeneity in time series data is more pronounced than in vision or language, as temporal dynamics vary substantially across domains and tasks. Existing efforts on training time…