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ResearchFormerly WizWand

CTR Prediction on Frappe (test)

0.9857AUCCETN
0.9293610.943990.9586190.973248Nov 8, 2023Nov 14, 2023Nov 20, 2023Nov 26, 2023Dec 2, 2023Dec 8, 2023Dec 15, 2023
Updated 8mo ago

Evaluation results

MethodLinks
CETNYear=ours, #Params=1.6M2023.120.98570.1503
FinalMLPYear=2023, #Params=0.6M2023.120.98490.1506
DCNv2Year=2021, #Params=0.6M2023.120.98440.1509
IPNNYear=2016, #Params=0.5M2023.120.98430.1516
AutoInt+Year=2019, #Params=0.7M, Integration with DNN networks=true2023.120.98410.1504
Wide & DeepYear=2016, #Params=0.5M2023.120.9840.1528
DCNYear=2017, #Params=0.5M2023.120.9840.1553
GDCN-SModel Class=Ours2023.110.98380.147
CL4CTRYear=2023, #Params=1.0M2023.120.98370.1521
DeepFMYear=2017, #Params=0.5M2023.120.98350.1536
xDeepFMYear=2018, #Params=0.5M2023.120.98340.1557
EDCNYear=2021, #Params=0.2M2023.120.98330.1619
MaskNetYear=2021, #Params=1.6M2023.120.98280.189
GCNModel Class=Ours2023.110.9820.1634
AFN+Year=2020, #Params=3.8M, Integration with DNN networks=true2023.120.98090.156
NFMYear=2017, #Params=0.4M2023.120.98080.1606
FINTModel Class=High-order2023.110.98070.1631
DNNYear=2016, #Params=0.5M2023.120.98060.1693
EulerNetYear=2023, #Params=0.2M2023.120.98050.1537
OPNNModel Class=High-order2023.110.98040.1645
SerMaskNetModel Class=High-order2023.110.98040.1628
CN-V2Model Class=High-order2023.110.98030.171
AFNModel Class=High-order2023.110.98010.1674
IPNNModel Class=High-order2023.110.98010.1724
DIFMModel Class=Second-order2023.110.97920.188
CINModel Class=High-order2023.110.97920.185
FiBiNetModel Class=High-order2023.110.97890.1777
AutoIntModel Class=High-order2023.110.97880.1671
CNModel Class=High-order2023.110.97720.1876
FmFMModel Class=Second-order2023.110.97620.1875
FwFMModel Class=Second-order2023.110.97380.1851
FMYear=2010, #Params=0.1M2023.120.96970.194
FiGNNYear=2019, #Params=0.2M2023.120.96480.2266
FMModel Class=Second-order2023.110.95830.2336
AFMYear=2017, #Params=0.1M2023.120.95570.2423
GraphFMYear=2022, #Params=0.1M2023.120.93930.2881
LRModel Class=First-order2023.110.93760.2882
LRYear=2007, #Params=53842023.120.93150.3642