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Exact Topological Compliance: Generating Persistence-Equivalent Graphs

Ji, Mattie et al.
arXiv (All) · Papers
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algebraic-topologymachine-learning
Persistent homology summarizes the topological evolution of a graph as persistence diagrams (PDs). Generating graphs whose topology matches a target descriptor is increasingly important, yet existing topology-aware generative models rely on soft regularization, producing graphs whose PDs may only be
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