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ResearchFormerly WizWand

Gene-expression classification on CUMIDA-42

89.3Mean Balanced AccuracyTabICL v2
40.83653.4186678.582Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
TabICL v2params=27.05 M, mode=Zero-shot2026.0689.3
TabPFN v2.6params=10.73 M, mode=Zero-shot2026.0689.2
TabICL v2params=27.05 M, mode=Vanilla FT2026.0688.4
TabICL v2params=27.05 M, mode=LoRA FT2026.0688.4
TabICL v2params=27.05 M, mode=KnowsTFM2026.0687.6
TabPFN v2.6params=10.73 M, mode=KnowsTFM2026.0686.5
TabPFN v2.6params=10.73 M, mode=Vanilla FT2026.0686.2
TabPFN v2.6params=10.73 M, mode=LoRA FT2026.0685.7
NanoTabICLprior=small-prior, backbone_size=base, params=3.30 M, mode=KnowsTFM2026.0681.5
NanoTabICLprior=small-prior, backbone_size=base, params=3.30 M, mode=LoRA FT2026.0680.8
NanoTabICLprior=big-prior, backbone_size=base, params=3.30 M, mode=LoRA FT2026.0679.6
NanoTabICLprior=big-prior, backbone_size=base, params=3.30 M, mode=KnowsTFM2026.0679.3
NanoTabICLprior=small-prior, backbone_size=base, params=3.30 M, mode=Vanilla FT2026.0679.2
NanoTabICLprior=big-prior, backbone_size=base, params=3.30 M, mode=Vanilla FT2026.0677.2
NanoTabICLprior=small-prior, backbone_size=small, params=0.85 M, mode=KnowsTFM2026.0676.8
NanoTabICLprior=big-prior, backbone_size=small, params=0.85 M, mode=KnowsTFM2026.0676.7
NanoTabICLprior=small-prior, backbone_size=small, params=0.85 M, mode=LoRA FT2026.0676.7
NanoTabPFNprior=small-prior, backbone_size=small, params=1.13 M, mode=KnowsTFM2026.0676.7
NanoTabICLprior=big-prior, backbone_size=small, params=0.85 M, mode=LoRA FT2026.0675.8
NanoTabPFNprior=big-prior, backbone_size=small, params=1.13 M, mode=KnowsTFM2026.0675.7
NanoTabICLprior=small-prior, backbone_size=small, params=0.85 M, mode=Vanilla FT2026.0675.1
NanoTabICLprior=big-prior, backbone_size=small, params=0.85 M, mode=Vanilla FT2026.0674.8
NanoTabPFNprior=big-prior, backbone_size=base, params=3.72 M, mode=KnowsTFM2026.0674.7
NanoTabPFNprior=big-prior, backbone_size=base, params=3.72 M, mode=Vanilla FT2026.0673.3
NanoTabPFNprior=small-prior, backbone_size=base, params=3.72 M, mode=KnowsTFM2026.0673.3
NanoTabPFNprior=small-prior, backbone_size=base, params=3.72 M, mode=Vanilla FT2026.0672.4
NanoTabPFNprior=big-prior, backbone_size=base, params=3.72 M, mode=LoRA FT2026.0672.3
NanoTabPFNprior=small-prior, backbone_size=base, params=3.72 M, mode=LoRA FT2026.0672
NanoTabPFNprior=small-prior, backbone_size=small, params=1.13 M, mode=LoRA FT2026.0672
NanoTabPFNprior=big-prior, backbone_size=small, params=1.13 M, mode=LoRA FT2026.0671.9
NanoTabPFNprior=big-prior, backbone_size=small, params=1.13 M, mode=Vanilla FT2026.0670.6
NanoTabPFNprior=small-prior, backbone_size=small, params=1.13 M, mode=Vanilla FT2026.0670.4
NanoTabICLprior=small-prior, backbone_size=base, params=3.30 M, mode=Zero-shot2026.0664.9
NanoTabICLprior=big-prior, backbone_size=base, params=3.30 M, mode=Zero-shot2026.0658.2
NanoTabICLprior=big-prior, backbone_size=small, params=0.85 M, mode=Zero-shot2026.0654.3
NanoTabICLprior=small-prior, backbone_size=small, params=0.85 M, mode=Zero-shot2026.0647.5
NanoTabPFNprior=small-prior, backbone_size=small, params=1.13 M, mode=Zero-shot2026.0644.8
NanoTabPFNprior=small-prior, backbone_size=base, params=3.72 M, mode=Zero-shot2026.0644.3
NanoTabPFNprior=big-prior, backbone_size=small, params=1.13 M, mode=Zero-shot2026.0644.1
NanoTabPFNprior=big-prior, backbone_size=base, params=3.72 M, mode=Zero-shot2026.0642.7