\begin{table}[htbp]\centering\small \caption{Pilot: WIS relative to Random walk (trailing RMS)} \label{tab:pilot_cmp_wis} \begin{adjustbox}{max width=\textwidth} \begin{tabular}{lcccc} \toprule Model & $H=5$ & $H=15$ & $H=30$ & $H=60$ \\ \midrule Seasonal volatility & -1.98\% (-5.1) & -2.60\% (-6.2) & -2.77\% (-5.3) & -2.12\% (-3.1) \\ EWMA-$t$ & -2.82\% (-7.5) & -2.86\% (-6.4) & -2.69\% (-5.1) & -1.70\% (-2.1) \\ HAR-RV & +0.12\% (0.3) & -3.34\% (-8.1) & -3.44\% (-7.1) & -3.16\% (-4.5) \\ GARCH(1,1)-$t$ & -2.56\% (-8.4) & -2.59\% (-7.4) & -2.45\% (-6.7) & -1.43\% (-3.1) \\ Ridge & -2.06\% (-3.4) & -3.26\% (-5.8) & -3.55\% (-5.7) & -3.14\% (-4.2) \\ Elastic net & -2.12\% (-3.5) & -3.30\% (-6.0) & -3.55\% (-5.7) & -3.07\% (-4.0) \\ LightGBM & +3.37\% (3.7) & +1.49\% (1.8) & +1.39\% (1.3) & +2.43\% (1.7) \\ MLP (1m) & -3.24\% (-9.0) & -3.15\% (-8.3) & -3.23\% (-7.3) & -2.59\% (-4.1) \\ TCN (1m) & -3.25\% (-9.7) & -3.15\% (-7.9) & -3.41\% (-7.4) & -2.64\% (-3.9) \\ MRPT-S (1m+5m+30m) & -3.13\% (-8.7) & -3.29\% (-8.1) & -3.57\% (-7.3) & -2.78\% (-4.2) \\ MRPT-S (1m only) & -3.13\% (-8.7) & -3.20\% (-7.9) & -3.39\% (-6.9) & -2.53\% (-3.8) \\ \bottomrule \end{tabular} \end{adjustbox} \begin{minipage}{0.95\textwidth}\scriptsize Relative change in mean WIS versus the reference (negative = better); Diebold--Mariano $t$-statistic with HAC variance in parentheses.\end{minipage} \end{table}