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Update README.md
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yiweny authored Sep 14, 2024
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Expand Up @@ -163,7 +163,7 @@ Experimental setting: 20 Optuna search trials for XGBoost, CatBoost and LightGBM
| ResNet | 0.969±0.000 (5800s) | 0.976±0.000 (57298s) | 0.655±0.000 (4612s) | 0.880±0.000 (20101s) | 0.757±0.000 (53493s) | 0.772±0.001 (3906s) |
| MLP | 0.973±0.000 (223s) | 0.980±0.000 (1104s) | 0.681±0.002 (91s) | 0.908±0.001 (529s) | 0.792±0.001 (680s) | 0.810±0.002 (117s) |
| FTTransformerBucket | 0.970±0.000 (2071s) | | | | | |
| ExcelFormer | 0.969±0.000 (1785s) | 0.978±0.001 (47745s) | 0.657±0.001 (15888s) | | | |
| ExcelFormer | 0.969±0.000 (1785s) | 0.978±0.001 (47745s) | 0.649±0.000 (15888s) | | | |
| FTTransformer | 0.969±0.000 (25604s) | 0.975±0.000 (219716s) | 0.670±0.004 (17119s) | 0.888±0.002 (323939s) | Too slow\* | 0.788±0.001 (103434s) |
| TabNet | 0.968±0.001 (3177s) | 0.974±0.000 (44035s) | 0.655±0.001 (2679s) | 0.891±0.001 (6800s) | 0.767±0.001 (6242s) | 0.784±0.001 (2307s) |
| TabTransformer | 0.984±0.000 (2813s) | 0.986±0.000 (13457s) | 0.713±0.002 (3767s) | 0.895±0.001 (5679s) | 0.764±0.001 (3763s) | 0.781±0.000 (3540s) |
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