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Chuan Chen

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#machine learning Preprint Sep 2026

Structural Entropy-Driven Graph Diffusion Generation for One-Shot Federated Graph Learning

One-shot federated graph learning (FGL) requires the server to estimate client contributions from highly compressed information, yet conventional volume-based weighting captures the amount of client data while overlooking how its connectivity is organized. In this paper, we propose SPIRE, a Structural Entropy-Driven Gr...

Shu-Tong Zheng, Le-Le Fu, Sheng Huang et al. · 0 citations

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