Federated Mixture-of-Experts Alignment on Mobile Edge Networks under Data Heterogeneity.

arXiv:2603.21276v2 Announce Type: replace-cross Abstract: The growing demand for on-device large language model (LLM) services on mobile edge devices has driven the adoption of Mixture-of-Experts (MoE) architectures, which scale model capacity with limited com