Click-Through Rate Prediction on AutoML
83.47AUCDAESgate
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DAESgateBackbone=IPNN, Group=Dynamic Quantile Embedding2026.02 | 83.47 | 0.0685 | 1.33 | |
| DAESgateBackbone=Wide & Deep, Group=Dynamic Quantile Embedding2026.02 | 83.43 | 0.0686 | 1.33 | |
| DAESgateBackbone=DeepFM, Group=Dynamic Quantile Embedding2026.02 | 83.39 | 0.0686 | 1.33 | |
| DAEStranBackbone=xDeepFM, Group=Dynamic Quantile Embedding2026.02 | 83.39 | 0.0687 | 1.67 | |
| DAEStranBackbone=Wide & Deep, Group=Dynamic Quantile Embedding2026.02 | 83.32 | 0.0687 | 1.67 | |
| DAESgateBackbone=FNN, Group=Dynamic Quantile Embedding2026.02 | 83.27 | 0.0688 | 1.33 | |
| DAEStranBackbone=IPNN, Group=Dynamic Quantile Embedding2026.02 | 83.25 | 0.0687 | 1.67 | |
| DAEStranBackbone=DeepFM, Group=Dynamic Quantile Embedding2026.02 | 83.24 | 0.0687 | 1.67 | |
| DAEStranBackbone=FNN, Group=Dynamic Quantile Embedding2026.02 | 83.23 | 0.0688 | 1.67 | |
| PLEBackbone=Wide & Deep, Group=Interpolated Binning2026.02 | 83.17 | 0.0688 | 3.83 | |
| PLEBackbone=IPNN, Group=Interpolated Binning2026.02 | 83.17 | 0.0689 | 3.83 | |
| PLEBackbone=DeepFM, Group=Interpolated Binning2026.02 | 83.08 | 0.0689 | 3.83 | |
| PLEBackbone=FNN, Group=Interpolated Binning2026.02 | 83.02 | 0.069 | 3.83 | |
| DAESgateBackbone=xDeepFM, Group=Dynamic Quantile Embedding2026.02 | 83.02 | 0.0691 | 1.33 | |
| NaryDisBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 82.98 | 0.069 | 4.33 | |
| NaryDisBackbone=IPNN, Group=Neural Embedding2026.02 | 82.95 | 0.069 | 4.33 | |
| AutoDisBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 82.92 | 0.0691 | 8.83 | |
| MultiHotBackbone=IPNN, Group=Static Binning2026.02 | 82.88 | 0.0691 | 7.67 | |
| DAEStranBackbone=DCN v2, Group=Dynamic Quantile Embedding2026.02 | 82.88 | 0.0692 | 1.67 | |
| LDBackbone=Wide & Deep, Group=Static Binning2026.02 | 82.87 | 0.0692 | 9 | |
| NaryDisBackbone=FNN, Group=Neural Embedding2026.02 | 82.87 | 0.0691 | 4.33 | |
| DAESgateBackbone=DCN v2, Group=Dynamic Quantile Embedding2026.02 | 82.86 | 0.0692 | 1.33 | |
| LDBackbone=FNN, Group=Static Binning2026.02 | 82.85 | 0.0692 | 9 | |
| EFDBackbone=Wide & Deep, Group=Static Binning2026.02 | 82.84 | 0.0691 | 8.67 | |
| NaryDisBackbone=xDeepFM, Group=Neural Embedding2026.02 | 82.84 | 0.0692 | 4.33 | |
| MultiHotBackbone=FNN, Group=Static Binning2026.02 | 82.83 | 0.0692 | 7.67 | |
| AutoDisBackbone=xDeepFM, Group=Neural Embedding2026.02 | 82.82 | 0.0693 | 8.83 | |
| NaryDisBackbone=DeepFM, Group=Neural Embedding2026.02 | 82.81 | 0.0692 | 4.33 | |
| PLEBackbone=xDeepFM, Group=Interpolated Binning2026.02 | 82.81 | 0.0692 | 3.83 | |
| MultiHotBackbone=Wide & Deep, Group=Static Binning2026.02 | 82.79 | 0.0692 | 7.67 | |
| DEERBackbone=FNN, Group=Neural Embedding2026.02 | 82.79 | 0.0692 | 8.17 | |
| DAEBackbone=Wide & Deep, Group=Dynamic Quantile Embedding2026.02 | 82.77 | 0.0692 | 8.17 | |
| DEERBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 82.75 | 0.0693 | 8.17 | |
| EFDBackbone=IPNN, Group=Static Binning2026.02 | 82.73 | 0.0692 | 8.67 | |
| FEBackbone=DeepFM, Group=Neural Embedding2026.02 | 82.71 | 0.0691 | 10.83 | |
| DEERBackbone=DeepFM, Group=Neural Embedding2026.02 | 82.71 | 0.0693 | 8.17 | |
| DAEBackbone=FNN, Group=Dynamic Quantile Embedding2026.02 | 82.71 | 0.0693 | 8.17 | |
| LDBackbone=IPNN, Group=Static Binning2026.02 | 82.68 | 0.0693 | 9 | |
| TDBackbone=DCN v2, Group=Static Binning2026.02 | 82.68 | 0.0695 | 9.5 | |
| MultiHotBackbone=DeepFM, Group=Static Binning2026.02 | 82.68 | 0.0693 | 7.67 | |
| FEBackbone=FNN, Group=Neural Embedding2026.02 | 82.68 | 0.0691 | 10.83 | |
| DEERBackbone=IPNN, Group=Neural Embedding2026.02 | 82.68 | 0.0694 | 8.17 | |
| DAEBackbone=IPNN, Group=Dynamic Quantile Embedding2026.02 | 82.68 | 0.0694 | 8.17 | |
| MultiHotBackbone=xDeepFM, Group=Static Binning2026.02 | 82.67 | 0.0696 | 7.67 | |
| EFDBackbone=xDeepFM, Group=Static Binning2026.02 | 82.66 | 0.0696 | 8.67 | |
| TDBackbone=IPNN, Group=Static Binning2026.02 | 82.64 | 0.0693 | 9.5 | |
| AutoDisBackbone=FNN, Group=Neural Embedding2026.02 | 82.63 | 0.0692 | 8.83 | |
| FEBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 82.62 | 0.0692 | 10.83 | |
| Key-ValueBackbone=FNN, Group=Neural Embedding2026.02 | 82.62 | 0.0691 | 11.83 | |
| DAEBackbone=DCN v2, Group=Dynamic Quantile Embedding2026.02 | 82.62 | 0.0695 | 8.17 | |
| TDBackbone=Wide & Deep, Group=Static Binning2026.02 | 82.61 | 0.0694 | 9.5 | |
| DEERBackbone=xDeepFM, Group=Neural Embedding2026.02 | 82.61 | 0.0695 | 8.17 | |
| Key-ValueBackbone=DeepFM, Group=Neural Embedding2026.02 | 82.61 | 0.0692 | 11.83 | |
| Key-ValueBackbone=IPNN, Group=Neural Embedding2026.02 | 82.61 | 0.0692 | 11.83 | |
| Key-ValueBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 82.6 | 0.0691 | 11.83 | |
| EFDBackbone=FNN, Group=Static Binning2026.02 | 82.58 | 0.0693 | 8.67 | |
| TDBackbone=FNN, Group=Static Binning2026.02 | 82.57 | 0.0694 | 9.5 | |
| DAEBackbone=xDeepFM, Group=Dynamic Quantile Embedding2026.02 | 82.56 | 0.0695 | 8.17 | |
| EFDBackbone=DCN v2, Group=Static Binning2026.02 | 82.55 | 0.0695 | 8.67 | |
| FEBackbone=IPNN, Group=Neural Embedding2026.02 | 82.55 | 0.0692 | 10.83 | |
| TDBackbone=xDeepFM, Group=Static Binning2026.02 | 82.53 | 0.0695 | 9.5 | |
| AutoDisBackbone=IPNN, Group=Neural Embedding2026.02 | 82.53 | 0.0694 | 8.83 | |
| PLEBackbone=DCN v2, Group=Interpolated Binning2026.02 | 82.53 | 0.0698 | 3.83 | |
| TDBackbone=DeepFM, Group=Static Binning2026.02 | 82.51 | 0.0696 | 9.5 | |
| DLRMBackbone=FNN, Group=Neural Embedding2026.02 | 82.51 | 0.0695 | 12.33 | |
| NaryDisBackbone=DCN v2, Group=Neural Embedding2026.02 | 82.51 | 0.0693 | 4.33 | |
| DAEBackbone=DeepFM, Group=Dynamic Quantile Embedding2026.02 | 82.51 | 0.0696 | 8.17 | |
| LDBackbone=DeepFM, Group=Static Binning2026.02 | 82.5 | 0.0692 | 9 | |
| AutoDisBackbone=DeepFM, Group=Neural Embedding2026.02 | 82.47 | 0.0694 | 8.83 | |
| DLRMBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 82.45 | 0.0696 | 12.33 | |
| DLRMBackbone=IPNN, Group=Neural Embedding2026.02 | 82.39 | 0.0697 | 12.33 | |
| DLRMBackbone=DCN v2, Group=Neural Embedding2026.02 | 82.38 | 0.0693 | 12.33 | |
| AutoDisBackbone=DCN v2, Group=Neural Embedding2026.02 | 82.38 | 0.0694 | 8.83 | |
| DLRMBackbone=xDeepFM, Group=Neural Embedding2026.02 | 82.36 | 0.0694 | 12.33 | |
| YouTubeBackbone=IPNN, Group=Neural Embedding2026.02 | 82.35 | 0.0697 | 13.83 | |
| DLRMBackbone=DeepFM, Group=Neural Embedding2026.02 | 82.34 | 0.0698 | 12.33 | |
| DEERBackbone=DCN v2, Group=Neural Embedding2026.02 | 82.34 | 0.0694 | 8.17 | |
| LDBackbone=DCN v2, Group=Static Binning2026.02 | 82.28 | 0.0697 | 9 | |
| YouTubeBackbone=xDeepFM, Group=Neural Embedding2026.02 | 82.28 | 0.0695 | 13.83 | |
| YouTubeBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 82.26 | 0.0698 | 13.83 | |
| Key-ValueBackbone=xDeepFM, Group=Neural Embedding2026.02 | 82.26 | 0.0699 | 11.83 | |
| YouTubeBackbone=DCN v2, Group=Neural Embedding2026.02 | 82.21 | 0.0696 | 13.83 | |
| LDBackbone=xDeepFM, Group=Static Binning2026.02 | 82.17 | 0.0701 | 9 | |
| YouTubeBackbone=FNN, Group=Neural Embedding2026.02 | 82.17 | 0.0699 | 13.83 | |
| FEBackbone=DCN v2, Group=Neural Embedding2026.02 | 82.13 | 0.0698 | 10.83 | |
| YouTubeBackbone=DeepFM, Group=Neural Embedding2026.02 | 82.04 | 0.07 | 13.83 | |
| MultiHotBackbone=DCN v2, Group=Static Binning2026.02 | 81.95 | 0.07 | 7.67 | |
| EFDBackbone=DeepFM, Group=Static Binning2026.02 | 81.94 | 0.0698 | 8.67 | |
| Key-ValueBackbone=DCN v2, Group=Neural Embedding2026.02 | 81.79 | 0.0699 | 11.83 | |
| FEBackbone=xDeepFM, Group=Neural Embedding2026.02 | 80.84 | 0.0714 | 10.83 |