Gene-expression classification on CUMIDA-42
89.3Mean Balanced AccuracyTabICL v2
Evaluation Results
| Method | Links | |
|---|---|---|
| TabICL v2params=27.05 M, mode=Zero-shot2026.06 | 89.3 | |
| TabPFN v2.6params=10.73 M, mode=Zero-shot2026.06 | 89.2 | |
| TabICL v2params=27.05 M, mode=Vanilla FT2026.06 | 88.4 | |
| TabICL v2params=27.05 M, mode=LoRA FT2026.06 | 88.4 | |
| TabICL v2params=27.05 M, mode=KnowsTFM2026.06 | 87.6 | |
| TabPFN v2.6params=10.73 M, mode=KnowsTFM2026.06 | 86.5 | |
| TabPFN v2.6params=10.73 M, mode=Vanilla FT2026.06 | 86.2 | |
| TabPFN v2.6params=10.73 M, mode=LoRA FT2026.06 | 85.7 | |
| NanoTabICLprior=small-prior, backbone_size=base, params=3.30 M, mode=KnowsTFM2026.06 | 81.5 | |
| NanoTabICLprior=small-prior, backbone_size=base, params=3.30 M, mode=LoRA FT2026.06 | 80.8 | |
| NanoTabICLprior=big-prior, backbone_size=base, params=3.30 M, mode=LoRA FT2026.06 | 79.6 | |
| NanoTabICLprior=big-prior, backbone_size=base, params=3.30 M, mode=KnowsTFM2026.06 | 79.3 | |
| NanoTabICLprior=small-prior, backbone_size=base, params=3.30 M, mode=Vanilla FT2026.06 | 79.2 | |
| NanoTabICLprior=big-prior, backbone_size=base, params=3.30 M, mode=Vanilla FT2026.06 | 77.2 | |
| NanoTabICLprior=small-prior, backbone_size=small, params=0.85 M, mode=KnowsTFM2026.06 | 76.8 | |
| NanoTabICLprior=big-prior, backbone_size=small, params=0.85 M, mode=KnowsTFM2026.06 | 76.7 | |
| NanoTabICLprior=small-prior, backbone_size=small, params=0.85 M, mode=LoRA FT2026.06 | 76.7 | |
| NanoTabPFNprior=small-prior, backbone_size=small, params=1.13 M, mode=KnowsTFM2026.06 | 76.7 | |
| NanoTabICLprior=big-prior, backbone_size=small, params=0.85 M, mode=LoRA FT2026.06 | 75.8 | |
| NanoTabPFNprior=big-prior, backbone_size=small, params=1.13 M, mode=KnowsTFM2026.06 | 75.7 | |
| NanoTabICLprior=small-prior, backbone_size=small, params=0.85 M, mode=Vanilla FT2026.06 | 75.1 | |
| NanoTabICLprior=big-prior, backbone_size=small, params=0.85 M, mode=Vanilla FT2026.06 | 74.8 | |
| NanoTabPFNprior=big-prior, backbone_size=base, params=3.72 M, mode=KnowsTFM2026.06 | 74.7 | |
| NanoTabPFNprior=big-prior, backbone_size=base, params=3.72 M, mode=Vanilla FT2026.06 | 73.3 | |
| NanoTabPFNprior=small-prior, backbone_size=base, params=3.72 M, mode=KnowsTFM2026.06 | 73.3 | |
| NanoTabPFNprior=small-prior, backbone_size=base, params=3.72 M, mode=Vanilla FT2026.06 | 72.4 | |
| NanoTabPFNprior=big-prior, backbone_size=base, params=3.72 M, mode=LoRA FT2026.06 | 72.3 | |
| NanoTabPFNprior=small-prior, backbone_size=base, params=3.72 M, mode=LoRA FT2026.06 | 72 | |
| NanoTabPFNprior=small-prior, backbone_size=small, params=1.13 M, mode=LoRA FT2026.06 | 72 | |
| NanoTabPFNprior=big-prior, backbone_size=small, params=1.13 M, mode=LoRA FT2026.06 | 71.9 | |
| NanoTabPFNprior=big-prior, backbone_size=small, params=1.13 M, mode=Vanilla FT2026.06 | 70.6 | |
| NanoTabPFNprior=small-prior, backbone_size=small, params=1.13 M, mode=Vanilla FT2026.06 | 70.4 | |
| NanoTabICLprior=small-prior, backbone_size=base, params=3.30 M, mode=Zero-shot2026.06 | 64.9 | |
| NanoTabICLprior=big-prior, backbone_size=base, params=3.30 M, mode=Zero-shot2026.06 | 58.2 | |
| NanoTabICLprior=big-prior, backbone_size=small, params=0.85 M, mode=Zero-shot2026.06 | 54.3 | |
| NanoTabICLprior=small-prior, backbone_size=small, params=0.85 M, mode=Zero-shot2026.06 | 47.5 | |
| NanoTabPFNprior=small-prior, backbone_size=small, params=1.13 M, mode=Zero-shot2026.06 | 44.8 | |
| NanoTabPFNprior=small-prior, backbone_size=base, params=3.72 M, mode=Zero-shot2026.06 | 44.3 | |
| NanoTabPFNprior=big-prior, backbone_size=small, params=1.13 M, mode=Zero-shot2026.06 | 44.1 | |
| NanoTabPFNprior=big-prior, backbone_size=base, params=3.72 M, mode=Zero-shot2026.06 | 42.7 |