Tabular Multi-class Classification on HardCOp 38 datasets Original
0Permutation Test p-valueRand (H1)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Rand (H1)Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0 | — | |
| Ens (H2)Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0 | — | |
| XL (H3)Noise Strategy=Fnoi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0 | — | |
| Rand (H1)Noise Strategy=S1noi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0 | — | |
| XL (H3)Noise Strategy=S2noi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0 | — | |
| Ens (H2)Noise Strategy=S1noi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0 | — | |
| Ens (H2)Noise Strategy=S2noi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0 | — | |
| DT+FM (O2)Noise Strategy=Fnoi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0 | — | |
| Rand (H1)Noise Strategy=S2noi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.0001 | — | |
| KRep (O1)Noise Strategy=S2noi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.0001 | — | |
| XL (H3)Noise Strategy=S1noi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.0001 | — | |
| Rand (H1)Noise Strategy=Fnoi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.0001 | — | |
| KRep (O1)Noise Strategy=S1noi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.0001 | — | |
| Ens (H2)Noise Strategy=Fnoi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.0001 | — | |
| KRep (O1)Noise Strategy=Fnoi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.0002 | — | |
| XL (H3)Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.002 | — | |
| KRep (O1)Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.012 | — | |
| DT+FM (O2)Noise Strategy=S2noi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.052 | — | |
| DT+FM (O2)Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.207 | — | |
| DT+FM (O2)Noise Strategy=S1noi, Base Model=TabPFN [14], Comparison Reference=VIP-COP2026.05 | 0.335 | — |