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Author

Xian-Quan Yan

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Preprint Sep 2026

KnottedGraph: Scalable knotted-graph topology for scientific and mathematical discovery

KnottedGraph is introduced, a computational framework that converts such scientific representations to knotted graphs that retain graph connectivity and spatial embedding together, enabling large-scale classification and introducing a route from topological data to LLM-assisted AI4Math discovery.

Hakan Akgun, Xian-Quan Yan, Ke-Han Liu et al. · 0 citations
Review Aug 2026

Practical Error Suppression and Mitigation for Reliable Quantum Computing

This review examines how error mitigation techniques can be adapted to encoded and logical-qubit settings so that they can operate alongside quantum error correction to suppress residual logical errors and improve the accuracy of computation in the early fault-tolerant regime.

Han-Ze Li, Mengjie Yang, Xian-Quan Yan et al. · 3 citations

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