CTR Prediction on Frappe (test)
0.9857AUCCETN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CETNYear=ours, #Params=1.6M2023.12 | 0.9857 | 0.1503 | |
| FinalMLPYear=2023, #Params=0.6M2023.12 | 0.9849 | 0.1506 | |
| DCNv2Year=2021, #Params=0.6M2023.12 | 0.9844 | 0.1509 | |
| IPNNYear=2016, #Params=0.5M2023.12 | 0.9843 | 0.1516 | |
| AutoInt+Year=2019, #Params=0.7M, Integration with DNN networks=true2023.12 | 0.9841 | 0.1504 | |
| Wide & DeepYear=2016, #Params=0.5M2023.12 | 0.984 | 0.1528 | |
| DCNYear=2017, #Params=0.5M2023.12 | 0.984 | 0.1553 | |
| GDCN-SModel Class=Ours2023.11 | 0.9838 | 0.147 | |
| CL4CTRYear=2023, #Params=1.0M2023.12 | 0.9837 | 0.1521 | |
| DeepFMYear=2017, #Params=0.5M2023.12 | 0.9835 | 0.1536 | |
| xDeepFMYear=2018, #Params=0.5M2023.12 | 0.9834 | 0.1557 | |
| EDCNYear=2021, #Params=0.2M2023.12 | 0.9833 | 0.1619 | |
| MaskNetYear=2021, #Params=1.6M2023.12 | 0.9828 | 0.189 | |
| GCNModel Class=Ours2023.11 | 0.982 | 0.1634 | |
| AFN+Year=2020, #Params=3.8M, Integration with DNN networks=true2023.12 | 0.9809 | 0.156 | |
| NFMYear=2017, #Params=0.4M2023.12 | 0.9808 | 0.1606 | |
| FINTModel Class=High-order2023.11 | 0.9807 | 0.1631 | |
| DNNYear=2016, #Params=0.5M2023.12 | 0.9806 | 0.1693 | |
| EulerNetYear=2023, #Params=0.2M2023.12 | 0.9805 | 0.1537 | |
| OPNNModel Class=High-order2023.11 | 0.9804 | 0.1645 | |
| SerMaskNetModel Class=High-order2023.11 | 0.9804 | 0.1628 | |
| CN-V2Model Class=High-order2023.11 | 0.9803 | 0.171 | |
| AFNModel Class=High-order2023.11 | 0.9801 | 0.1674 | |
| IPNNModel Class=High-order2023.11 | 0.9801 | 0.1724 | |
| DIFMModel Class=Second-order2023.11 | 0.9792 | 0.188 | |
| CINModel Class=High-order2023.11 | 0.9792 | 0.185 | |
| FiBiNetModel Class=High-order2023.11 | 0.9789 | 0.1777 | |
| AutoIntModel Class=High-order2023.11 | 0.9788 | 0.1671 | |
| CNModel Class=High-order2023.11 | 0.9772 | 0.1876 | |
| FmFMModel Class=Second-order2023.11 | 0.9762 | 0.1875 | |
| FwFMModel Class=Second-order2023.11 | 0.9738 | 0.1851 | |
| FMYear=2010, #Params=0.1M2023.12 | 0.9697 | 0.194 | |
| FiGNNYear=2019, #Params=0.2M2023.12 | 0.9648 | 0.2266 | |
| FMModel Class=Second-order2023.11 | 0.9583 | 0.2336 | |
| AFMYear=2017, #Params=0.1M2023.12 | 0.9557 | 0.2423 | |
| GraphFMYear=2022, #Params=0.1M2023.12 | 0.9393 | 0.2881 | |
| LRModel Class=First-order2023.11 | 0.9376 | 0.2882 | |
| LRYear=2007, #Params=53842023.12 | 0.9315 | 0.3642 |