| | \begin{table}[h] |
| | \centering |
| | \small |
| | \caption{Comprehensive performance comparison across all datasets and models.} |
| | \label{tab:full_results} |
| | |
| | \sisetup{separate-uncertainty, table-align-text-post=false} |
| | \resizebox{\textwidth}{!}{\begin{tabular}{@{}ll S[table-format=2.3(4)] S[table-format=2.3(4)] S[table-format=2.4(4)] S[table-format=2.4(4)]@{}} |
| | \toprule |
| | \textbf{Dataset} & \textbf{Model (Rep.)} & {Val RMSE} & {Val MAE} & {Test RMSE} & {Test MAE} \\ |
| | \midrule |
| | \multirow{13}{*}{BINDINGDB} & GAT (ECFP) & 1.512 \pm 0.055 & 1.235 \pm 0.053 & 1.7750 \pm 0.2480 & 1.3360 \pm 0.1105 \\ |
| | & GAT (SELFIES) & 1.488 \pm 0.029 & 1.227 \pm 0.023 & 1.7820 \pm 0.2440 & 1.3600 \pm 0.1145 \\ |
| | & GAT (SMILES) & 1.491 \pm 0.028 & 1.230 \pm 0.020 & 1.7540 \pm 0.2395 & 1.3560 \pm 0.1100 \\ |
| | & GCN (ECFP) & 1.508 \pm 0.058 & 1.231 \pm 0.056 & 1.7620 \pm 0.2620 & 1.3220 \pm 0.1125 \\ |
| | & GCN (SELFIES) & 1.492 \pm 0.031 & 1.231 \pm 0.023 & 1.7700 \pm 0.2485 & 1.3590 \pm 0.1110 \\ |
| | & GCN (SMILES) & 1.495 \pm 0.031 & 1.234 \pm 0.023 & 1.8240 \pm 0.2750 & 1.3740 \pm 0.1210 \\ |
| | & GIN (ECFP) & 1.520 \pm 0.050 & 1.253 \pm 0.044 & 1.7830 \pm 0.2580 & 1.3540 \pm 0.1135 \\ |
| | & GIN (SELFIES) & 1.494 \pm 0.030 & 1.231 \pm 0.025 & 1.7550 \pm 0.2410 & 1.3450 \pm 0.1095 \\ |
| | & GIN (SMILES) & 1.494 \pm 0.032 & 1.230 \pm 0.027 & 1.7440 \pm 0.2420 & 1.3390 \pm 0.1070 \\ |
| | & POLYATOMIC & 1.479 \pm 0.034 & 1.211 \pm 0.030 & 1.7710 \pm 0.2420 & 1.3650 \pm 0.1080 \\ |
| | & SAGE (ECFP) & 1.506 \pm 0.054 & 1.235 \pm 0.046 & 1.7720 \pm 0.2610 & 1.3450 \pm 0.1140 \\ |
| | & SAGE (SELFIES) & 1.493 \pm 0.031 & 1.234 \pm 0.024 & 1.9120 \pm 0.3785 & 1.3760 \pm 0.1220 \\ |
| | & SAGE (SMILES) & 1.493 \pm 0.030 & 1.232 \pm 0.024 & 1.7870 \pm 0.2450 & 1.3810 \pm 0.1105 \\ |
| | \bottomrule |
| | \end{tabular} |
| | } |
| | \end{table} |