Author

Naman Srivastava

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Preprint Aug 2026

Personalized Federated Sparse Adaptation of Time-Series Foundation Models

A personalized federated sparse adaptation framework with a heterogeneous temporal mixture-of-experts (MoE) adapter placed after the pretrained TSFM representation, showing that federated TSFM adaptation should be both client-aware and backbone-aware.

Priyanka Nihalchandani, Naman Srivastava, V. Ojha et al. · 0 citations