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D. Santoro

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Open access Aug 2026

CNN Sample-Size Effects Across Biomedical Datasets: A Reliability Pattern in Overfitting, Ranking, and Monotonicity

Three complementary aspects of sample-size sensitivity are investigated: the stabilization of the training–test generalization gap as training-set size increases, the reliability of architecture rankings obtained from reduced training fractions as a proxy for the full-dataset ranking, and the monotonicity of test perfo...

G. Sgarro, Melle Mendikowski, D. Santoro et al. · 0 citations

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