Additive εn²-approximation for graph edit distance on VC-dimension-d graphs in n^{O(d/ε²)} time, with extensions to quadratic assignment problems and a Weisfeiler-Leman dimension bound for robust graph isomorphism.
Long, and Aravind Srinivasan
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TabKDE generates synthetic tabular data using copula transformations followed by kernel density estimation, matching prior accuracy with negligible training time and reduced storage via coresets.
Presents a scalable randomized algorithm for geometric crossing minimization, including a theoretical approximation guarantee for vertex repositioning and experimental results on graphs with up to 13,000 edges.
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Robust Graph Isomorphism, Quadratic Assignment and VC Dimension
Additive εn²-approximation for graph edit distance on VC-dimension-d graphs in n^{O(d/ε²)} time, with extensions to quadratic assignment problems and a Weisfeiler-Leman dimension bound for robust graph isomorphism.