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Path Topology in Molecular and Materials Sciences.
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Biomolecular Topology: Modelling and Analysis.
Acta Math Sin Engl Ser. 2022;38(10):1901-1938. doi: 10.1007/s10114-022-2326-5. Epub 2022 Oct 15.
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Machine-Learning Spectral Indicators of Topology.
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Topology-Based Machine Learning Strategy for Cluster Structure Prediction.
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Persistent Cohomology for Data With Multicomponent Heterogeneous Information.
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PERSISTENT PATH LAPLACIAN.
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Toward Realistic Amorphous Topological Insulators.
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Topology Applied to Machine Learning: From Global to Local.
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Artificial intelligence approaches for anti-addiction drug discovery.
Digit Discov. 2025 May 13. doi: 10.1039/d5dd00032g.
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Active phase discovery in heterogeneous catalysis via topology-guided sampling and machine learning.
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Category-specific topological learning of metal-organic frameworks.
J Mater Chem A Mater. 2025 Feb 24;13(13):9292-9303. doi: 10.1039/d4ta08877h. eCollection 2025 Mar 25.
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Visualizing Reactive Oxygen Species-Induced DNA Damage Process in Higher-Ordered Origami Nanostructures.
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CHATGPT FOR COMPUTATIONAL TOPOLOGY.
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PERSISTENT HYPERDIGRAPH HOMOLOGY AND PERSISTENT HYPERDIGRAPH LAPLACIANS.
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Multi-Cover Persistence (MCP)-based machine learning for polymer property prediction.
Brief Bioinform. 2024 Sep 23;25(6). doi: 10.1093/bib/bbae465.
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Hypernetwork modeling and topology of high-order interactions for complex systems.
Proc Natl Acad Sci U S A. 2024 Oct;121(40):e2412220121. doi: 10.1073/pnas.2412220121. Epub 2024 Sep 24.
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Network Models of BACE-1 Inhibitors: Exploring Structural and Biochemical Relationships.
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The metabolomic physics of complex diseases.
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本文引用的文献

1
PERSISTENT PATH LAPLACIAN.
Found Data Sci. 2023 Mar;5(1):26-55. doi: 10.3934/fods.2022015.
2
Omicron BA.2 (B.1.1.529.2): High Potential for Becoming the Next Dominant Variant.
J Phys Chem Lett. 2022 May 5;13(17):3840-3849. doi: 10.1021/acs.jpclett.2c00469. Epub 2022 Apr 25.
3
EVOLUTIONARY DE RHAM-HODGE METHOD.
Discrete Continuous Dyn Syst Ser B. 2021 Jul;26(7):3785-3821. doi: 10.3934/dcdsb.2020257.
4
Persistent Cohomology for Data With Multicomponent Heterogeneous Information.
SIAM J Math Data Sci. 2020;2(2):396-418. doi: 10.1137/19m1272226. Epub 2020 May 19.
5
Algebraic graph-assisted bidirectional transformers for molecular property prediction.
Nat Commun. 2021 Jun 10;12(1):3521. doi: 10.1038/s41467-021-23720-w.
6
Review of quantitative systems pharmacological modeling in thrombosis.
Commun Inf Syst. 2019;19(3):219-240. doi: 10.4310/cis.2019.v19.n3.a1. Epub 2019 Dec 6.
7
Persistent spectral-based machine learning (PerSpect ML) for protein-ligand binding affinity prediction.
Sci Adv. 2021 May 7;7(19). doi: 10.1126/sciadv.abc5329. Print 2021 May.
8
Determining the three-dimensional atomic structure of an amorphous solid.
Nature. 2021 Apr;592(7852):60-64. doi: 10.1038/s41586-021-03354-0. Epub 2021 Mar 31.
9
Hypergraph-based persistent cohomology (HPC) for molecular representations in drug design.
Brief Bioinform. 2021 Sep 2;22(5). doi: 10.1093/bib/bbaa411.

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