Multi-Class Classification on SALT (test)
99Accuracy (Plant)DS+XGBoost
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DS+XGBoostCategory=SUP. TABML2026.04 | 99 | 95 | 70 | 70 | 99 | 51 | 57 | 68 | 76 | 5.25 | |
| DS+CatBoostCategory=SUP. TABML2026.04 | 99 | 80 | 80 | 81 | 99 | 16 | 44 | 71 | 71 | 4.63 | |
| DS+CARTECategory=SUP. TABML2026.04 | 99 | 97 | 75 | 77 | 99 | 46 | 62 | 74 | 79 | 3.88 | |
| DS+AutoGluonCategory=SUP. TABML2026.04 | 99 | 98 | 78 | 78 | 99 | 34 | 52 | 74 | 77 | 3.75 | |
| GraphSAGE1Category=SUP. RELML2026.04 | 99 | 97 | 64 | 59 | 99 | 20 | 39 | 59 | 67 | 6.88 | |
| GraphSAGE2Category=SUP. RELML2026.04 | 99 | 98 | 69 | 62 | 100 | 16 | 37 | 57 | 67 | 5.88 | |
| KumoRFM-1Category=FDN2026.04 | 99 | 99 | 79 | 81 | 100 | 38 | 66 | 78 | 80 | 1.88 | |
| KumoRFM-2Category=FDN2026.04 | 99 | 98 | 78 | 81 | 100 | 61 | 68 | 79 | 83 | 1.38 | |
| DS+TabICLv2*Category=FDN2026.04 | 94 | 91 | 80 | 74 | 100 | 7 | 50 | 73 | 71 | 5.63 | |
| DS+LightGBMCategory=SUP. TABML2026.04 | 61 | 28 | 73 | 73 | 99 | 2 | 10 | 51 | 50 | 9 | |
| RandomCategory=BASE2026.04 | 59 | 11 | 62 | 62 | 99 | 2 | 2 | 12 | 39 | 10.38 | |
| MajorityCategory=BASE2026.04 | 59 | 54 | 62 | 62 | 99 | 5 | 23 | 41 | 51 | 9.63 |