Safety in surrogate-driven design requires oracle-only certification; rank preservation is the exact criterion for oracle use, and selection-aware auditing is the cheapest way to certify it.
How Powerful Are Performance Predictors in Neural Architecture Search?Adv
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2026 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
When May a Model Replace the Experiment? Audits, Licenses, and the Price of Trust in Surrogate-Driven Design
Safety in surrogate-driven design requires oracle-only certification; rank preservation is the exact criterion for oracle use, and selection-aware auditing is the cheapest way to certify it.