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ResearchFormerly WizWand

Click-Through Rate Prediction on KDD 12 (test)

80.28AUCOptEmbed
77.544878.254978.96579.6751Aug 9, 2022Aug 14, 2022Aug 20, 2022Aug 26, 2022Aug 31, 2022Sep 6, 2022Sep 12, 2022
Updated 8mo ago

Evaluation results

MethodLinks
OptEmbedBackbone=IPNN2022.0880.280.15210.4154
OptEmbedBackbone=FNN2022.0880.270.15220.5105
OptEmbedBackbone=DCN2022.0880.210.15190.4715
AutoDimBackbone=DCN2022.0880.160.1520.1904
AutoDimBackbone=IPNN2022.0880.130.15210.2286
AutoDimBackbone=FNN2022.0880.120.15220.1669
AutoFieldBackbone=DCN2022.0880.110.15250
OriginalBackbone=DCN2022.0880.10.1522—
OriginalBackbone=FNN2022.0880.080.1522—
OriginalBackbone=IPNN2022.0880.070.1522—
AutoFieldBackbone=FNN2022.0880.060.15220
AutoFieldBackbone=IPNN2022.0880.060.15220.0038
FiBiNet++Paras.=0.40M2022.0979.98——
PEPBackbone=DCN2022.0879.920.15250.1003
PEPBackbone=FNN2022.0879.840.15270.1003
OptEmbedBackbone=DeepFM2022.0879.710.1530.6183
AutoInt+Paras.=0.38M2022.0979.69——
DCN v2Paras.=0.39M2022.0979.66——
OriginalBackbone=DeepFM2022.0879.620.1532—
DCNParas.=0.37M2022.0979.58——
PEPBackbone=DeepFM2022.0879.570.15330.1001
PEPBackbone=IPNN2022.0879.570.15350.1003
DNNParas.=0.37M2022.0979.54——
AutoFieldBackbone=DeepFM2022.0879.530.15340.0038
FiBiNetParas.=6.41M2022.0979.52——
xDeepFMParas.=6.91M2022.0979.51——
DeepFMParas.=5.84M2022.0979.4——
QRBackbone=FNN2022.0879.380.15380.5
QRBackbone=IPNN2022.0879.280.1540.5
QRBackbone=DCN2022.0879.250.15410.5
QRBackbone=DeepFM2022.0879.130.15440.5
AutoDimBackbone=DeepFM2022.0878.860.1550.0029
FMParas.=5.46M2022.0977.65——