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Tian-Dong Wang

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Preprint Aug 2026

Pooling Mobility Obscures Epidemic Invasion Routes

Epidemic models often pool air travel, commuting, and other mobility layers into a single weighted network. Pooling keeps the total imported infections into a region but discards the transport mode and route that delivered them, the information a mode-specific intervention needs. We make this precise for directed multi...

Tian-Dong Wang, Wei Yang · 0 citations
Preprint Jul 2026

Spatial Dependence in Directed Preferential-Attachment Networks

This work extends Preferential attachment (PA) to spatial co-movement through a directed PA model whose out- and in-node weights follow temporally persistent Gaussian-process lognormal fields, and derives a strictly concave inverse that recovers the in-weights from terminal degree proportions.

Zihan Li, Tiandong Wang · 0 citations
Preprint Jul 2026

Hub Neighbor-Degree Diagnostics for Sparse Random Graphs

Networks with nearly identical degree distributions can place their hubs in sharply different neighborhoods. We develop a model diagnostic based on the mean degree of the neighbors of a degree-$k$ vertex. Under rank-one inhomogeneous random graphs, this statistic has degree-invariant centering and $k^{-1/2}$ fluctuatio...

Qian Hui, Tiandong Wang · 0 citations

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