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Claude Lehmann

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#machine learning Preprint Sep 2026

Certification cost of quantum models: measurement correlation, not parameter count

Reporting the Fisher geometry of a trained variational quantum model is routine; quoting the shot budget that would establish it is not. Certifying an empirical Fisher matrix to relative Frobenius error $\varepsilon$ under coordinate-wise parameter shift costs $\Theta(B p^{2} V/(\varepsilon^{2} G))$ circuit executions,...

Pavel Sulimov, Claude Lehmann · 0 citations

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