Tabular Data Analysis on 8 Tabular Datasets Overall
1.38Average RankpTNAS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| pTNASType=NAS, Tmax=10s2024.03 | 1.38 | 99.46 | |
| TabICLType=TFM2024.03 | 4.5 | 94.39 | |
| FTTransType=DTM2024.03 | 6.06 | 92.04 | |
| ARM-NetType=DTM2024.03 | 6.13 | 93.39 | |
| CatBoostType=CM2024.03 | 6.25 | 91.76 | |
| TabNASType=NAS, Tmax=10s2024.03 | 6.25 | 93.16 | |
| LightGBMType=CM2024.03 | 6.31 | 93.51 | |
| DNNType=DTM2024.03 | 6.75 | 91.26 | |
| EA-NASType=NAS, Tmax=10s2024.03 | 7 | 89.05 | |
| TabPFNType=TFM2024.03 | 7.44 | 90.31 | |
| DeepFMType=DTM2024.03 | 9 | 88.98 | |
| RFType=CM2024.03 | 11.69 | 84.11 | |
| LRType=CM2024.03 | 11.75 | 83.26 | |
| BGEType=LLM2024.03 | 11.88 | 78.42 | |
| NomicType=LLM2024.03 | 13 | 67.38 | |
| TP-BERTaType=LLM2024.03 | 14.71 | 39.93 |