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Gaussian processes on hypergraphs

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stat.ML 1

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2026 1

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Hypergraph Generation via Structured Stochastic Diffusion

stat.ML · 2026-05-06 · unverdicted · novelty 7.0

HEDGE generates hypergraphs via a linear-Gaussian forward diffusion on incidence matrices with a hypergraph-specific heat operator, then learns a permutation-equivariant reverse drift to sample from the Gaussian base.

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  • Hypergraph Generation via Structured Stochastic Diffusion stat.ML · 2026-05-06 · unverdicted · none · ref 34

    HEDGE generates hypergraphs via a linear-Gaussian forward diffusion on incidence matrices with a hypergraph-specific heat operator, then learns a permutation-equivariant reverse drift to sample from the Gaussian base.