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Author

Astrit Tola

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Jul 2026

TopoFormer: Topology Meets Attention for Graph Learning

This work introduces Topoformer, a lightweight and scalable framework for graph representation learning that encodes topological structure into attention-friendly sequences by decomposing a graph into a short, ordered sequence of topological tokens by slicing over node or edge filtrations.

Md Joshem Uddin, Astrit Tola, C. Akcora et al. · 1 citation

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