% Generated by docs/paper/paper_her2tasks.py (TCGA-BRCA; 10 paired seeds) \begin{tabularx}{\linewidth}{@{}>{\raggedright\arraybackslash}X r c cc@{}} \toprule & & HER2-low vs HER2-zero & \multicolumn{2}{c}{FISH amplification, read by the HER2 reader} \\ \cmidrule(lr){3-3}\cmidrule(lr){4-5} tile encoder & params & dedicated head & Yale-trained & TCGA-trained, out of fold \\ \midrule Phikon & 86M & 0.741$^{1}$ & 0.619$^{6}$ & 0.654$^{3}$ \\ H-optimus-0 & 1.1B & 0.692$^{2}$ & 0.706$^{1}$ & 0.690$^{1}$ \\ Hibou-B & 86M & 0.678$^{3}$ & 0.672$^{3}$ & 0.572$^{5}$ \\ \textbf{Ours (final)} & 22M & \textbf{0.649$^{4}$} & \textbf{0.682$^{2}$} & \textbf{0.669$^{2}$} \\ Midnight-12k & 1.1B & 0.626$^{5}$ & 0.650$^{4}$ & 0.644$^{4}$ \\ ResNet-50$^\ast$ & 26M & 0.615$^{6}$ & 0.575$^{7}$ & 0.445$^{7}$ \\ DINOv2-S$^\ast$ & 22M & 0.613$^{7}$ & 0.632$^{5}$ & 0.469$^{6}$ \\ \bottomrule \end{tabularx}