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ResearchFormerly WizWand

Hematological cell classification on cAItomorph

67.97Macro F1QG-MIL Deep
51.111655.488359.86564.2417Jun 18, 2026
Updated 4mo ago

Evaluation results

MethodLinks
QG-MIL DeepEncoder=Bloom-S2026.0667.97
TransformerEncoder=Bloom-S2026.0666.39
QG-MILEncoder=Bloom-L2026.0666.27
QG-MIL no GateEncoder=Bloom-L2026.0666.13
QG-MIL DeepEncoder=Mean2026.0665.88
QG-MIL no QKnormEncoder=Bloom-L2026.0665.82
QG-MIL ElementwiseEncoder=Bloom-L2026.0665.81
QG-MIL ElementwiseEncoder=Mean2026.0665.5
QG-MIL no GateEncoder=Mean2026.0665.42
QG-MIL ElementwiseEncoder=Bloom-S2026.0665.2
QG-MILEncoder=Mean2026.0665.02
TransformerEncoder=Mean2026.0664.92
RRTEncoder=Bloom-S2026.0664.78
QG-MIL no GateEncoder=Bloom-S2026.0664.71
QG-MIL LayernormEncoder=Bloom-S2026.0664.53
RRTEncoder=Mean2026.0663.98
ILRAEncoder=Bloom-S2026.0663.8
QG-MIL DeepEncoder=Bloom-L2026.0663.8
QG-MILEncoder=Bloom-S2026.0663.77
QG-MIL no QKnormEncoder=Mean2026.0663.72
QG-MIL LayernormEncoder=Mean2026.0663.53
TransformerEncoder=Bloom-L2026.0663.45
RRTEncoder=Bloom-L2026.0663.19
QG-MIL LightEncoder=Bloom-L2026.0663.17
QG-MIL LayernormEncoder=Bloom-L2026.0662.53
ILRAEncoder=Mean2026.0662.33
QG-MIL LightEncoder=Mean2026.0662.06
QG-MIL no QKnormEncoder=Bloom-S2026.0661.63
WIKGEncoder=Bloom-L2026.0661.52
WIKGEncoder=Mean2026.0661.04
QG-MIL LightEncoder=Bloom-S2026.0660.95
ILRAEncoder=Bloom-L2026.0660.86
WIKGEncoder=Bloom-S2026.0660.56
DFTDEncoder=Bloom-L2026.0660.19
MeanMILEncoder=Bloom-L2026.0660.06
MeanMILEncoder=Mean2026.0659.31
MeanMILEncoder=Bloom-S2026.0658.56
TransMILEncoder=Bloom-S2026.0658.24
TransMILEncoder=Mean2026.0658.04
CLAMEncoder=Bloom-L2026.0657.94
TransMILEncoder=Bloom-L2026.0657.83
CLAMEncoder=Mean2026.0657.68
CLAMEncoder=Bloom-S2026.0657.43
DFTDEncoder=Mean2026.0657.4
ABMILEncoder=Bloom-S2026.0657.23
ABMILEncoder=Mean2026.0656.32
ABMILEncoder=Bloom-L2026.0655.4
DFTDEncoder=Bloom-S2026.0654.6
DSMILEncoder=Bloom-S2026.0652.02
DSMILEncoder=Mean2026.0651.89
DSMILEncoder=Bloom-L2026.0651.76