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update benchmark #400

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Jun 2, 2024
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Update README.md
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yiweny authored May 14, 2024
commit 6f20e316d4267f482f36e7d1ede005792061ca18
18 changes: 9 additions & 9 deletions benchmark/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -96,17 +96,17 @@ Experimental setting: 20 Optuna search trials for XGBoost and CatBoost. 3 Optuna

| | 0 |
|:--------------------|:------------------------|
| XGBoost | 0.597±0.000 (5717s) |
| CatBoost | 0.631±0.000 (1201s) |
| LightGBM | 0.639±0.000 (49s) |
| Trompt | OOM |
| ResNet | 0.637±0.000 (810s) |
| XGBoost | |
| CatBoost | |
| LightGBM | |
| Trompt | |
| ResNet | |
| MLP | 0.824±0.002 (220s) |
| FTTransformerBucket | 0.637±0.000 (8032s) |
| ExcelFormer | OOM |
| FTTransformer | 0.632±0.001 (7669s) |
| FTTransformerBucket | |
| ExcelFormer | |
| FTTransformer | |
| TabNet | 0.837±0.001 (404s) |
| TabTransformer | 0.634±0.001 (10791s) |
| TabTransformer | |

### `task_type: regression`
Metric: RMSE, lower the better.
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