Author

Bi-Han Wen

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Jul 2026

Filter Learning for Subgraphs: Algebras and Performance Risk Bounds

A subgraph filter algebra based on distance-aware Laplacian constructions is developed, defining a structured and controllable class of filters for effective approximation and quantifying how well the learned operator approximates the restricted ambient mapping.

Pu-Rui Zhang, Feng Ji, Yanan Zhao et al. · arXiv.org · 0 citations