pith:Y42FOHJD
Near-Linear Time Generalized Sinkhorn Algorithms for Bounded Genus Graphs
GenusSink delivers near-linear time approximate Sinkhorn algorithms for bounded-genus graphs with shortest-path costs.
arxiv:2605.09782 v2 · 2026-05-10 · cs.DS · stat.ME
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Claims
GenusSink provides near-linear time (1) pre-processing, (2) iteration step, (3) final transport plan matrix querying and near-linear memory for approximate generalized Sinkhorn algorithms with shortest-path-distance costs on bounded genus graphs, and is numerically equivalent to the brute-force geodesic Sinkhorn algorithm on n-vertex graphs with treewidth O(log log n).
Bounded-genus graphs admit separator decompositions that allow approximation of their metrics by small-treewidth metrics while preserving the structure needed for fast generalized distance matrix multiplications without accumulating unacceptable error in the Sinkhorn iterations.
GenusSink achieves near-linear time approximate generalized Sinkhorn for geodesic optimal transport on bounded-genus graphs by combining separator-based decompositions with Fourier and low-displacement-rank matrix-vector multiplications.
Receipt and verification
| First computed | 2026-05-20T00:05:46.803628Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
c734571d23f6fc5699fafdb6bf65f047ae5f325c3d5b1efcd4e29aa9ed6a9b7b
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curl -sH 'Accept: application/ld+json' https://pith.science/pith/Y42FOHJD636FNGP27W3L6ZPQI6 \
| jq -c '.canonical_record' \
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Canonical record JSON
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