Author

Zhe Su

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Sep 2026

Combinatorial Network-Based Manifold Topological Deep Learning for Image Analysis

CNMTDL is introduced, a MTDL framework that integrates Hodge decomposition with a combinatorial attention mechanism, enabling enhanced higher-order message passing between 0-cells and 2-cells through attention-based blocks.

A. Wachira, Xiang Liu, Zhe Su et al. · arXiv.org · 0 citations

Jul 2026

Persistent Manifold Learning of Protein Properties

PML is introduced, a novel computational framework that describes a binding interface as a family of multiscale manifolds, and results indicate that much of what determines binding strength is encoded in the shape of the interface itself, and that a single geometric description serves both classes without hand-tailored...

Xingjian Xu, Zhe Su, Guo-Wei Wei et al. · arXiv.org · 0 citations