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Author

Xingchao Jian

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Preprint Oct 2026

Graph Spectral Series and Its Signatures

This work introduces the notion of graph spectral series and develops a signature-based representation that captures global spectral structure without frequency truncation and provides an asymptotic interpretation of graph spectral series for sequences of expanding graphs.

Feng Ji, Jing-Yang Dai, Apostolos Evangelidis et al. · 0 citations
Preprint Jul 2026

Graph Distribution-valued Signals in Wasserstein Spaces: Theory and Applications

By modeling the graph structure as a distribution conditioned on signal realizations, this framework provides a principled approach to signal-dependent graph structures, which are common in real-world applications, while explicitly encoding uncertainty in graph topology.

Yanan Zhao, Feng Ji, Xingchao Jian et al. · 0 citations

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