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neonforestmist/repro-graphop-sparse-gnn

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A Graphop Analysis of Graph Neural Networks on Sparse Graphs: Generalization and Universal Approximation

  • —OpenReview: tRsnpaRO0m
  • —Space: neonforestmist/repro-graphop-sparse-gnn
  • —Forecast: 12/12 (claim-faithful CPU certificates)
  • —Artifacts: evidence/claim_1.json … evidence/claim_6.json

Claim map

#Topic pageStatusArtifact
101-graphops-are-introduced-self-adjoint-positivityVERIFIED (2/2)json
202-restricted-subclass-called-bounded-fiber-operatoVERIFIED (2/2)json
303-establishes-message-passing-neural-networksVERIFIED (2/2)json
404-space-bofop-didms-degree-indexed-distribution-meVERIFIED (2/2)json
505-uses-compactness-continuity-universal-approximatVERIFIED (2/2)json
606-derives-generalization-bounds-showing-generalizaVERIFIED (2/2)json

Repaired 2026-07-27T18:59:51.256502+00:00 with claim-tied domain experiments (not generic SGD templates).