Gene-expression classification on CUMIDA-42 RF-100 feature arm v2 (3 seeds x 3 folds)
90.5Balanced AccuracyTabICL v2
Evaluation results
| Method | Links | |
|---|---|---|
| TabICL v2Params=27.05 M, Mode=Zero-Shot2026.06 | 90.5 | |
| TabPFN v2.6Params=10.73 M, Mode=Zero-Shot2026.06 | 90.3 | |
| NanoTabICL small-prior, baseParams=3.30 M, Mode=KnowsTFM2026.06 | 82.9 | |
| NanoTabICL small-prior, baseParams=3.30 M, Mode=LoRA FT2026.06 | 82.6 | |
| NanoTabICL small-prior, baseParams=3.30 M, Mode=Vanilla FT2026.06 | 81 | |
| NanoTabICL big-prior, baseParams=3.30 M, Mode=KnowsTFM2026.06 | 80.9 | |
| NanoTabICL big-prior, baseParams=3.30 M, Mode=LoRA FT2026.06 | 80.8 | |
| NanoTabICL big-prior, baseParams=3.30 M, Mode=Vanilla FT2026.06 | 79.7 | |
| NanoTabICL small-prior, smallParams=0.85 M, Mode=KnowsTFM2026.06 | 79.3 | |
| NanoTabICL small-prior, smallParams=0.85 M, Mode=LoRA FT2026.06 | 78.9 | |
| NanoTabICL big-prior, smallParams=0.85 M, Mode=LoRA FT2026.06 | 78.4 | |
| NanoTabPFN small-prior, smallParams=1.13 M, Mode=KnowsTFM2026.06 | 78.4 | |
| NanoTabICL big-prior, smallParams=0.85 M, Mode=Vanilla FT2026.06 | 77.8 | |
| NanoTabICL big-prior, smallParams=0.85 M, Mode=KnowsTFM2026.06 | 77.8 | |
| NanoTabPFN big-prior, smallParams=1.13 M, Mode=KnowsTFM2026.06 | 77.4 | |
| NanoTabPFN small-prior, baseParams=3.72 M, Mode=KnowsTFM2026.06 | 77.4 | |
| NanoTabICL small-prior, smallParams=0.85 M, Mode=Vanilla FT2026.06 | 77.2 | |
| NanoTabPFN big-prior, baseParams=3.72 M, Mode=KnowsTFM2026.06 | 76.6 | |
| NanoTabPFN small-prior, smallParams=1.13 M, Mode=LoRA FT2026.06 | 75.8 | |
| NanoTabPFN small-prior, baseParams=3.72 M, Mode=Vanilla FT2026.06 | 75.6 | |
| NanoTabPFN small-prior, baseParams=3.72 M, Mode=LoRA FT2026.06 | 75.2 | |
| NanoTabPFN big-prior, baseParams=3.72 M, Mode=Vanilla FT2026.06 | 74.7 | |
| NanoTabPFN big-prior, smallParams=1.13 M, Mode=LoRA FT2026.06 | 74.7 | |
| NanoTabPFN big-prior, baseParams=3.72 M, Mode=LoRA FT2026.06 | 74.4 | |
| NanoTabPFN small-prior, smallParams=1.13 M, Mode=Vanilla FT2026.06 | 74 | |
| NanoTabPFN big-prior, smallParams=1.13 M, Mode=Vanilla FT2026.06 | 73.6 | |
| NanoTabICL small-prior, baseParams=3.30 M, Mode=Zero-Shot2026.06 | 66.2 | |
| NanoTabICL big-prior, baseParams=3.30 M, Mode=Zero-Shot2026.06 | 60.3 | |
| NanoTabICL big-prior, smallParams=0.85 M, Mode=Zero-Shot2026.06 | 54.4 | |
| NanoTabICL small-prior, smallParams=0.85 M, Mode=Zero-Shot2026.06 | 49.8 | |
| NanoTabPFN small-prior, smallParams=1.13 M, Mode=Zero-Shot2026.06 | 45.1 | |
| NanoTabPFN small-prior, baseParams=3.72 M, Mode=Zero-Shot2026.06 | 44.6 | |
| NanoTabPFN big-prior, smallParams=1.13 M, Mode=Zero-Shot2026.06 | 43.9 | |
| NanoTabPFN big-prior, baseParams=3.72 M, Mode=Zero-Shot2026.06 | 42.7 |