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Position Paper: Challenges and Opportunities in Topological Deep Learning.

, , , , , , , , , , , , , , , , , , , , , и . CoRR, (2024)

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From trees to barcodes and back again II: Combinatorial and probabilistic aspects of a topological inverse problem., , , , , и . Comput. Geom., (января 2024)The Universal ℓp-Metric on Merge Trees., , , и . SoCG, том 224 из LIPIcs, стр. 24:1-24:20. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, (2022)Position Paper: Challenges and Opportunities in Topological Deep Learning., , , , , , , , , и 12 other автор(ы). CoRR, (2024)Decorated merge trees for persistent topology., , , , и . J. Appl. Comput. Topol., 6 (3): 371-428 (2022)A Relative Theory of Interleavings., , и . CoRR, (2020)Discrete Morse Theory for Computing Cellular Sheaf Cohomology., , и . Found. Comput. Math., 16 (4): 875-897 (2016)Stability and Approximations for Decorated Reeb Spaces., , , , и . SoCG, том 293 из LIPIcs, стр. 44:1-44:17. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, (2024)Position: Topological Deep Learning is the New Frontier for Relational Learning., , , , , , , , , и 12 other автор(ы). ICML, OpenReview.net, (2024)Topologically Attributed Graphs for Shape Discrimination., , , , и . TAG-ML, том 221 из Proceedings of Machine Learning Research, стр. 87-101. PMLR, (2023)