\begin{table}[htbp] \centering\scriptsize \caption{Task B — MAE (×100) by class, horizon 3}\label{tab:het_b_class} \begin{threeparttable} \begin{tabular}{lrrr} \toprule Model & condo & house & plex \\ \midrule No change & 2.70 & 5.21 & 4.64 \\ Mean growth & 2.50 & 5.16 & 4.31 \\ Momentum & 2.81 & 5.20 & 4.68 \\ Random walk with drift & 2.76 & 5.31 & 4.62 \\ Seasonal naive & 3.01 & 5.09 & 4.77 \\ AR(2), cell & 2.58 & 4.79 & 3.90 \\ Local linear trend & 3.85 & 8.81 & 6.70 \\ Ridge (panel) & 3.11 & 3.69 & 3.75 \\ LightGBM (panel) & 2.24 & 3.56 & 3.67 \\ MLP (panel) & 2.82 & 4.24 & 4.35 \\ LSTM & 2.75 & 4.36 & 4.52 \\ GRU & 2.60 & 4.08 & 4.31 \\ TCN & 2.78 & 4.19 & 4.46 \\ TFT-lite & 2.80 & 4.59 & 4.98 \\ BHPF & 3.07 & 3.70 & 3.94 \\ RAREF & 3.13 & 3.84 & 3.76 \\ QANSS & 2.39 & 4.04 & 4.00 \\ DSGFN & 2.61 & 4.30 & 4.13 \\ QREFA & 2.58 & 3.86 & 3.81 \\ \bottomrule \end{tabular} \end{threeparttable} \end{table}