Classification on CUMIDA-42 RF-25 + 75 random feature arm v1 (test)
89.1Mean Balanced AccuracyTabICL v2
Evaluation results
| Method | Links | |
|---|---|---|
| TabICL v2Protocol=Zero-Shot, Params=27.05 M2026.06 | 89.1 | |
| TabPFN v2.6Protocol=Zero-Shot, Params=10.73 M2026.06 | 88.8 | |
| KnowsTFMBackbone=NanoTabICL small-prior, base, Params=3.30 M2026.06 | 79.3 | |
| NanoTabICL small-prior, baseProtocol=LoRA FT, Params=3.30 M2026.06 | 77.6 | |
| NanoTabICL small-prior, baseProtocol=Vanilla FT, Params=3.30 M2026.06 | 77.1 | |
| NanoTabICL big-prior, baseProtocol=LoRA FT, Params=3.30 M2026.06 | 76.4 | |
| KnowsTFMBackbone=NanoTabICL big-prior, base, Params=3.30 M2026.06 | 76.2 | |
| KnowsTFMBackbone=NanoTabPFN small-prior, small, Params=1.13 M2026.06 | 74.8 | |
| NanoTabICL big-prior, baseProtocol=Vanilla FT, Params=3.30 M2026.06 | 74.5 | |
| NanoTabICL small-prior, smallProtocol=LoRA FT, Params=0.85 M2026.06 | 74.5 | |
| KnowsTFMBackbone=NanoTabICL small-prior, small, Params=0.85 M2026.06 | 74.2 | |
| KnowsTFMBackbone=NanoTabICL big-prior, small, Params=0.85 M2026.06 | 74.1 | |
| KnowsTFMBackbone=NanoTabPFN big-prior, small, Params=1.13 M2026.06 | 73.6 | |
| NanoTabICL big-prior, smallProtocol=LoRA FT, Params=0.85 M2026.06 | 73.2 | |
| KnowsTFMBackbone=NanoTabPFN small-prior, base, Params=3.72 M2026.06 | 72.3 | |
| KnowsTFMBackbone=NanoTabPFN big-prior, base, Params=3.72 M2026.06 | 72 | |
| NanoTabICL small-prior, smallProtocol=Vanilla FT, Params=0.85 M2026.06 | 71.9 | |
| NanoTabICL big-prior, smallProtocol=Vanilla FT, Params=0.85 M2026.06 | 71.3 | |
| NanoTabPFN small-prior, baseProtocol=LoRA FT, Params=3.72 M2026.06 | 70.5 | |
| NanoTabPFN big-prior, baseProtocol=Vanilla FT, Params=3.72 M2026.06 | 70.3 | |
| NanoTabPFN small-prior, baseProtocol=Vanilla FT, Params=3.72 M2026.06 | 70.1 | |
| NanoTabPFN small-prior, smallProtocol=LoRA FT, Params=1.13 M2026.06 | 70 | |
| NanoTabPFN big-prior, baseProtocol=LoRA FT, Params=3.72 M2026.06 | 69.4 | |
| NanoTabPFN big-prior, smallProtocol=LoRA FT, Params=1.13 M2026.06 | 69.4 | |
| NanoTabPFN big-prior, smallProtocol=Vanilla FT, Params=1.13 M2026.06 | 67.6 | |
| NanoTabPFN small-prior, smallProtocol=Vanilla FT, Params=1.13 M2026.06 | 67.1 | |
| NanoTabICL small-prior, baseProtocol=Zero-Shot, Params=3.30 M2026.06 | 62 | |
| NanoTabICL big-prior, baseProtocol=Zero-Shot, Params=3.30 M2026.06 | 55.7 | |
| NanoTabICL big-prior, smallProtocol=Zero-Shot, Params=0.85 M2026.06 | 52.2 | |
| NanoTabICL small-prior, smallProtocol=Zero-Shot, Params=0.85 M2026.06 | 46.1 | |
| NanoTabPFN small-prior, smallProtocol=Zero-Shot, Params=1.13 M2026.06 | 44.8 | |
| NanoTabPFN small-prior, baseProtocol=Zero-Shot, Params=3.72 M2026.06 | 44.1 | |
| NanoTabPFN big-prior, smallProtocol=Zero-Shot, Params=1.13 M2026.06 | 43.6 | |
| NanoTabPFN big-prior, baseProtocol=Zero-Shot, Params=3.72 M2026.06 | 42.8 |