Gene-expression classification on CUMIDA-42 RF-50 + 50 random feature arm headline
89.3Mean Balanced AccuracyTabICL v2
Evaluation results
| Method | Links | |
|---|---|---|
| TabICL v2Params=27.05 M, Evaluation Protocol=Zero-Shot2026.06 | 89.3 | |
| TabPFN v2.6Params=10.73 M, Evaluation Protocol=Zero-Shot2026.06 | 89.2 | |
| TabICL v2Params=27.05 M, Evaluation Protocol=Vanilla FT2026.06 | 88.4 | |
| TabICL v2Params=27.05 M, Evaluation Protocol=LoRA FT2026.06 | 88.4 | |
| KnowsTFMBackbone=TabICL v2, Params=27.05 M, Evaluation Protocol=KnowsTFM2026.06 | 87.6 | |
| KnowsTFMBackbone=TabPFN v2.6, Params=10.73 M, Evaluation Protocol=KnowsTFM2026.06 | 86.5 | |
| TabPFN v2.6Params=10.73 M, Evaluation Protocol=Vanilla FT2026.06 | 86.2 | |
| TabPFN v2.6Params=10.73 M, Evaluation Protocol=LoRA FT2026.06 | 85.7 | |
| KnowsTFMBackbone=NanoTabICL small-prior, base, Params=3.30 M, Evaluation Protocol=KnowsTFM2026.06 | 81.5 | |
| NanoTabICL small-prior, baseParams=3.30 M, Evaluation Protocol=LoRA FT2026.06 | 80.8 | |
| NanoTabICL big-prior, baseParams=3.30 M, Evaluation Protocol=LoRA FT2026.06 | 79.6 | |
| KnowsTFMBackbone=NanoTabICL big-prior, base, Params=3.30 M, Evaluation Protocol=KnowsTFM2026.06 | 79.3 | |
| NanoTabICL small-prior, baseParams=3.30 M, Evaluation Protocol=Vanilla FT2026.06 | 79.2 | |
| NanoTabICL big-prior, baseParams=3.30 M, Evaluation Protocol=Vanilla FT2026.06 | 77.2 | |
| KnowsTFMBackbone=NanoTabICL small-prior, small, Params=0.85 M, Evaluation Protocol=KnowsTFM2026.06 | 76.8 | |
| KnowsTFMBackbone=mean over 8 nano ckpts, Params=—, Evaluation Protocol=KnowsTFM2026.06 | 76.8 | |
| KnowsTFMBackbone=NanoTabICL big-prior, small, Params=0.85 M, Evaluation Protocol=KnowsTFM2026.06 | 76.7 | |
| NanoTabICL small-prior, smallParams=0.85 M, Evaluation Protocol=LoRA FT2026.06 | 76.7 | |
| KnowsTFMBackbone=NanoTabPFN small-prior, small, Params=1.13 M, Evaluation Protocol=KnowsTFM2026.06 | 76.7 | |
| NanoTabICL big-prior, smallParams=0.85 M, Evaluation Protocol=LoRA FT2026.06 | 75.8 | |
| KnowsTFMBackbone=NanoTabPFN big-prior, small, Params=1.13 M, Evaluation Protocol=KnowsTFM2026.06 | 75.7 | |
| NanoTabICL small-prior, smallParams=0.85 M, Evaluation Protocol=Vanilla FT2026.06 | 75.1 | |
| mean over 8 nano ckptsParams=—, Evaluation Protocol=LoRA FT2026.06 | 75.1 | |
| NanoTabICL big-prior, smallParams=0.85 M, Evaluation Protocol=Vanilla FT2026.06 | 74.8 | |
| KnowsTFMBackbone=NanoTabPFN big-prior, base, Params=3.72 M, Evaluation Protocol=KnowsTFM2026.06 | 74.7 | |
| mean over 8 nano ckptsParams=—, Evaluation Protocol=Vanilla FT2026.06 | 74.1 | |
| NanoTabPFN big-prior, baseParams=3.72 M, Evaluation Protocol=Vanilla FT2026.06 | 73.3 | |
| KnowsTFMBackbone=NanoTabPFN small-prior, base, Params=3.72 M, Evaluation Protocol=KnowsTFM2026.06 | 73.3 | |
| NanoTabPFN small-prior, baseParams=3.72 M, Evaluation Protocol=Vanilla FT2026.06 | 72.4 | |
| NanoTabPFN big-prior, baseParams=3.72 M, Evaluation Protocol=LoRA FT2026.06 | 72.3 | |
| NanoTabPFN small-prior, baseParams=3.72 M, Evaluation Protocol=LoRA FT2026.06 | 72 | |
| NanoTabPFN small-prior, smallParams=1.13 M, Evaluation Protocol=LoRA FT2026.06 | 72 | |
| NanoTabPFN big-prior, smallParams=1.13 M, Evaluation Protocol=LoRA FT2026.06 | 71.9 | |
| NanoTabPFN big-prior, smallParams=1.13 M, Evaluation Protocol=Vanilla FT2026.06 | 70.6 | |
| NanoTabPFN small-prior, smallParams=1.13 M, Evaluation Protocol=Vanilla FT2026.06 | 70.4 | |
| NanoTabICL small-prior, baseParams=3.30 M, Evaluation Protocol=Zero-Shot2026.06 | 64.9 | |
| NanoTabICL big-prior, baseParams=3.30 M, Evaluation Protocol=Zero-Shot2026.06 | 58.2 | |
| NanoTabICL big-prior, smallParams=0.85 M, Evaluation Protocol=Zero-Shot2026.06 | 54.3 | |
| mean over 8 nano ckptsParams=—, Evaluation Protocol=Zero-Shot2026.06 | 50.1 | |
| NanoTabICL small-prior, smallParams=0.85 M, Evaluation Protocol=Zero-Shot2026.06 | 47.5 | |
| NanoTabPFN small-prior, smallParams=1.13 M, Evaluation Protocol=Zero-Shot2026.06 | 44.8 | |
| NanoTabPFN small-prior, baseParams=3.72 M, Evaluation Protocol=Zero-Shot2026.06 | 44.3 | |
| NanoTabPFN big-prior, smallParams=1.13 M, Evaluation Protocol=Zero-Shot2026.06 | 44.1 | |
| NanoTabPFN big-prior, baseParams=3.72 M, Evaluation Protocol=Zero-Shot2026.06 | 42.7 |