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,-Yang-Xiao Yan

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#machine learning Preprint Sep 2026

Discover, Falsify, Revise: Auditing Input-Use Claims from Source Code to Predictive Contribution in Agent-Discovered Cell Models

AI virtual cells aim to predict cellular responses to specified interventions, yet held-out predictive performance alone does not establish use of the supplied perturbation information. This prediction-claim gap matters in agentic model discovery, where language-model agents generate and revise predictors using score-b...

Meng-Ran Li, Bo Li, Cheng-Yang Zhang et al. · 0 citations

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