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2026 1

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TopoU-Net: a U-Net architecture for topological domains

cs.LG · 2026-05-11 · unverdicted · novelty 7.0

TopoU-Net is a rank-path U-Net for combinatorial complexes that encodes by lifting cochains upward along incidences, decodes by transporting downward, and merges via skip connections at matched ranks.

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  • TopoU-Net: a U-Net architecture for topological domains cs.LG · 2026-05-11 · unverdicted · none · ref 15

    TopoU-Net is a rank-path U-Net for combinatorial complexes that encodes by lifting cochains upward along incidences, decodes by transporting downward, and merges via skip connections at matched ranks.