AWhat changed
Precomputes repeated CIFAR-10 training metrics for roughly 423,000 graph-isomorphism-deduplicated cells under a fixed pipeline, enabling reproducible lookup-based NAS comparisons.
Scientific scope
Precomputes repeated CIFAR-10 training metrics for roughly 423,000 graph-isomorphism-deduplicated cells under a fixed pipeline, enabling reproducible lookup-based NAS comparisons. The finite operation/graph/training space is not universal architecture quality. Four budgets are separately annealed training runs, not interchangeable checkpoints of one long run; test metrics must not guide search. First two authors contribute equally.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. The finite operation/graph/training space is not universal architecture quality. Four budgets are separately annealed training runs, not interchangeable checkpoints of one long run; test metrics must not guide search. First two authors contribute equally.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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