most citedRevisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search

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cs.LG2026

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

Zihan Fang, Qianru Wang, Haonan An +5

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 cap…