Classification on medium-sized classification datasets
78.58AccuracyCatBoost
Evaluation Results
| Method | Links | |
|---|---|---|
| CatBoostHyperparameters setting=optimal, Inference time (sec.)=N/A2024.12 | 78.58 | |
| XGBoostHyperparameters setting=optimal, Inference time (sec.)=0.00142024.12 | 78.48 | |
| LightGBMHyperparameters setting=optimal, Inference time (sec.)=N/A2024.12 | 78.38 | |
| DOFENHyperparameters setting=optimal, FLOPs (M)=0.2093, Parameters (M)=0.0437, Inference time (sec.)=0.02132024.12 | 78.05 | |
| TromptHyperparameters setting=optimal, FLOPs (M)=38.7712, Parameters (M)=2.0398, Inference time (sec.)=0.02022024.12 | 77.97 | |
| CatBoostHyperparameters=default, Inference time (sec.)=0.00292024.12 | 77.77 | |
| LightGBMHyperparameters=default, Inference time (sec.)=0.00162024.12 | 77.57 | |
| DOFENHyperparameters=default, FLOPs (M)=0.1845, Parameters (M)=0.0140, Inference time (sec.)=0.01252024.12 | 77.25 | |
| XGBoostHyperparameters=default, Inference time (sec.)=0.00152024.12 | 77.17 | |
| TromptHyperparameters=default, FLOPs (M)=53.2127, Parameters (M)=3.8608, Inference time (sec.)=0.02252024.12 | 77.04 | |
| FT-TransformerHyperparameters setting=optimal, FLOPs (M)=6.0696, Parameters (M)=0.2514, Inference time (sec.)=0.00612024.12 | 76.86 | |
| NODEHyperparameters setting=optimal, FLOPs (M)=3.2860, Parameters (M)=2.6778, Inference time (sec.)=0.00332024.12 | 76.77 | |
| FT-TransformerHyperparameters=default, FLOPs (M)=3.3147, Parameters (M)=0.0908, Inference time (sec.)=0.00582024.12 | 76.62 | |
| NODEHyperparameters=default, FLOPs (M)=0.8299, Parameters (M)=0.7525, Inference time (sec.)=0.00412024.12 | 76.58 |