Click-Through Rate Prediction on Avazu (test)
0.8062AUCOptInter
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OptInterNumber of parameters=827M2021.08 | 0.8062 | 0.3637 | — | — | — | — | — | — | — | — | — | — | |
| OptInter-MNumber of parameters=1012M2021.08 | 0.806 | 0.3638 | — | — | — | — | — | — | — | — | — | — | |
| CETNYear=ours, #Params=85.1M2023.12 | 0.7962 | 0.3704 | — | — | — | — | — | — | — | — | — | — | |
| MC-MLCC2026.02 | 0.7945 | 0.372 | — | — | — | — | — | — | — | — | — | — | |
| IPNNYear=2016, #Params=75.6M2023.12 | 0.7943 | 0.3712 | — | — | — | — | — | — | — | — | — | — | |
| EDCNYear=2021, #Params=75.7M2023.12 | 0.7939 | 0.3716 | — | — | — | — | — | — | — | — | — | — | |
| MaskNetYear=2021, #Params=77.8M2023.12 | 0.7937 | 0.3716 | — | — | — | — | — | — | — | — | — | — | |
| AFN+Year=2020, #Params=177.9M2023.12 | 0.7935 | 0.372 | — | — | — | — | — | — | — | — | — | — | |
| CaliCausalRank2026.02 | 0.7934 | — | — | — | — | — | — | 0.6634 | 0.0289 | 0.7234 | — | — | |
| RankElastorembedding dimension=16, batch size=10000, (T, D)=(16, 24), expansion ratio r=32026.05 | 0.7932 | 0.372 | — | — | — | — | — | — | — | — | — | — | |
| FairFSBackbone=DeepFM2026.02 | 0.7932 | 0.3718 | — | — | — | — | — | — | — | — | 83.33 | — | |
| FinalMLPYear=2023, #Params=80.0M2023.12 | 0.7932 | 0.3721 | — | — | — | — | — | — | — | — | — | — | |
| DCNYear=2017, #Params=76.5M2023.12 | 0.7931 | 0.3724 | — | — | — | — | — | — | — | — | — | — | |
| xDeepFMYear=2018, #Params=79.4M2023.12 | 0.7931 | 0.3719 | — | — | — | — | — | — | — | — | — | — | |
| DeepFMYear=2017, #Params=82.4M2023.12 | 0.7931 | 0.3719 | — | — | — | — | — | — | — | — | — | — | |
| PFIBackbone=DeepFM2026.02 | 0.7931 | 0.3719 | — | — | — | — | — | — | — | — | 95.83 | — | |
| DCNv2Year=2021, #Params=77.2M2023.12 | 0.7931 | 0.3721 | — | — | — | — | — | — | — | — | — | — | |
| Wide & DeepYear=2016, #Params=82.2M2023.12 | 0.793 | 0.372 | — | — | — | — | — | — | — | — | — | — | |
| FairFSBackbone=Wide&Deep2026.02 | 0.7929 | 0.3721 | — | — | — | — | — | — | — | — | 66.67 | — | |
| No SelectionBackbone=DeepFM2026.02 | 0.7929 | 0.3722 | — | — | — | — | — | — | — | — | 100 | — | |
| AutoFieldBackbone=DeepFM2026.02 | 0.7929 | 0.3721 | — | — | — | — | — | — | — | — | 95.93 | — | |
| FairFSBackbone=DCN2026.02 | 0.7928 | 0.3722 | — | — | — | — | — | — | — | — | 62.5 | — | |
| DNNYear=2016, #Params=78.5M2023.12 | 0.7927 | 0.3721 | — | — | — | — | — | — | — | — | — | — | |
| RankMixerembedding dimension=16, batch size=10000, (T, D)=(16, 24)2026.05 | 0.7927 | 0.3722 | — | — | — | — | — | — | — | — | — | — | |
| AutoInt+Year=2019, #Params=77.5M2023.12 | 0.7926 | 0.3721 | — | — | — | — | — | — | — | — | — | — | |
| DCNv2embedding dimension=16, batch size=100002026.05 | 0.7926 | 0.3723 | — | — | — | — | — | — | — | — | — | — | |
| xDeepFMembedding dimension=16, batch size=100002026.05 | 0.7924 | 0.3724 | — | — | — | — | — | — | — | — | — | — | |
| EulerNetYear=2023, #Params=75.6M2023.12 | 0.7924 | 0.376 | — | — | — | — | — | — | — | — | — | — | |
| PFIBackbone=Wide&Deep2026.02 | 0.7923 | 0.3723 | — | — | — | — | — | — | — | — | 95.83 | — | |
| MLPembedding dimension=16, batch size=100002026.05 | 0.7923 | 0.3725 | — | — | — | — | — | — | — | — | — | — | |
| No SelectionBackbone=Wide&Deep2026.02 | 0.7922 | 0.3726 | — | — | — | — | — | — | — | — | 100 | — | |
| MvFSBackbone=DeepFM2026.02 | 0.7921 | 0.3727 | — | — | — | — | — | — | — | — | 91.67 | — | |
| No SelectionBackbone=DCN2026.02 | 0.792 | 0.3726 | — | — | — | — | — | — | — | — | 100 | — | |
| AutoFieldBackbone=DCN2026.02 | 0.792 | 0.3732 | — | — | — | — | — | — | — | — | 95.83 | — | |
| GraphFMYear=2022, #Params=75.0M2023.12 | 0.7919 | 0.3726 | — | — | — | — | — | — | — | — | — | — | |
| PFIBackbone=DCN2026.02 | 0.7918 | 0.3727 | — | — | — | — | — | — | — | — | 91.67 | — | |
| CL4CTRYear=2023, #Params=76.2M2023.12 | 0.7917 | 0.3732 | — | — | — | — | — | — | — | — | — | — | |
| AdaFSBackbone=DeepFM2026.02 | 0.7917 | 0.3729 | — | — | — | — | — | — | — | — | 95.83 | — | |
| FiBiNet++Paras.=0.81M2022.09 | 0.7915 | — | — | — | — | — | — | — | — | — | — | — | |
| MvFSBackbone=DCN2026.02 | 0.7915 | 0.3732 | — | — | — | — | — | — | — | — | 70.83 | — | |
| FiBiNetParas.=10.27M2022.09 | 0.7912 | — | — | — | — | — | — | — | — | — | — | — | |
| MvFSBackbone=Wide&Deep2026.02 | 0.791 | 0.3735 | — | — | — | — | — | — | — | — | 58.33 | — | |
| AutoIntembedding dimension=16, batch size=100002026.05 | 0.7907 | 0.3743 | — | — | — | — | — | — | — | — | — | — | |
| GDCN-SModel Class=Ours2023.11 | 0.7905 | 0.3739 | — | — | — | — | — | — | — | — | — | — | |
| GCNModel Class=Ours2023.11 | 0.7903 | 0.3742 | — | — | — | — | — | — | — | — | — | — | |
| OptEmbedBackbone=FNN2022.08 | 0.7902 | 0.3744 | — | — | — | 0.5563 | — | — | — | — | — | — | |
| OptEmbedBackbone=IPNN2022.08 | 0.7902 | 0.374 | — | — | — | 0.4693 | — | — | — | — | — | — | |
| OptEmbedBackbone=DCN2022.08 | 0.7901 | 0.374 | — | — | — | 0.684 | — | — | — | — | — | — | |
| NFMYear=2017, #Params=79.2M2023.12 | 0.79 | 0.3738 | — | — | — | — | — | — | — | — | — | — | |
| OriginalBackbone=IPNN2022.08 | 0.7898 | 0.3745 | — | — | — | — | — | — | — | — | — | — | |
| DCN v2Paras.=4.05M2022.09 | 0.7898 | — | — | — | — | — | — | — | — | — | — | — | |
| AutoFieldBackbone=IPNN2022.08 | 0.7897 | 0.3744 | — | — | — | 0.0001 | — | — | — | — | — | — | |
| PEPBackbone=IPNN2022.08 | 0.7897 | 0.3742 | — | — | — | 0.3016 | — | — | — | — | — | — | |
| PEPBackbone=DCN2022.08 | 0.7896 | 0.3743 | — | — | — | 0.3016 | — | — | — | — | — | — | |
| OriginalBackbone=FNN2022.08 | 0.7896 | 0.3748 | — | — | — | — | — | — | — | — | — | — | |
| MLCC2026.02 | 0.7896 | 0.3747 | — | — | — | — | — | — | — | — | — | — | |
| DeepLightStructure=D-98% & R-90% & F-0%2020.02 | 0.7894 | 0.3753 | — | — | 0.104 | — | — | — | — | — | — | — | |
| xDeepFM# Parameters=32,927,058, Latency (ms)=7.1292020.02 | 0.7894 | 0.3749 | — | — | — | — | — | — | — | — | — | — | |
| OriginalBackbone=DCN2022.08 | 0.7894 | 0.3748 | — | — | — | — | — | — | — | — | — | — | |
| AutoDimBackbone=FNN2022.08 | 0.7894 | 0.3743 | — | — | — | 0.5017 | — | — | — | — | — | — | |
| PEPBackbone=FNN2022.08 | 0.7894 | 0.3744 | — | — | — | 0.3016 | — | — | — | — | — | — | |
| AutoDimBackbone=IPNN2022.08 | 0.7894 | 0.3743 | — | — | — | 0.3892 | — | — | — | — | — | — | |
| Sparse xDeepFMStructure=D-98% & C-98% & F-0%2020.02 | 0.7893 | 0.375 | — | — | 0.927 | — | — | — | — | — | — | — | |
| DeepFwFM# Parameters=31,208,053, Latency (ms)=2.8242020.02 | 0.7893 | 0.3751 | — | — | — | — | — | — | — | — | — | — | |
| AutoDimBackbone=DCN2022.08 | 0.7893 | 0.3744 | — | — | — | 0.5013 | — | — | — | — | — | — | |
| CN-V2Model Class=High-order2023.11 | 0.7893 | 0.3745 | — | — | — | — | — | — | — | — | — | — | |
| Wukong2026.02 | 0.7893 | 0.3787 | — | — | — | — | — | — | — | — | — | — | |
| FiGNNYear=2019, #Params=75.0M2023.12 | 0.7892 | 0.3743 | — | — | — | — | — | — | — | — | — | — | |
| AutoFieldBackbone=FNN2022.08 | 0.7892 | 0.3748 | — | — | — | 0.0001 | — | — | — | — | — | — | |
| OPNNModel Class=High-order2023.11 | 0.7892 | 0.3746 | — | — | — | — | — | — | — | — | — | — | |
| FINTModel Class=High-order2023.11 | 0.7891 | 0.3747 | — | — | — | — | — | — | — | — | — | — | |
| SerMaskNetModel Class=High-order2023.11 | 0.7891 | 0.3746 | — | — | — | — | — | — | — | — | — | — | |
| IPNNModel Class=High-order2023.11 | 0.789 | 0.3747 | — | — | — | — | — | — | — | — | — | — | |
| FiBiNetModel Class=High-order2023.11 | 0.7889 | 0.3746 | — | — | — | — | — | — | — | — | — | — | |
| OptEmbedBackbone=DeepFM2022.08 | 0.7888 | 0.375 | — | — | — | 0.3927 | — | — | — | — | — | — | |
| xDeepFMParas.=4.06M2022.09 | 0.7888 | — | — | — | — | — | — | — | — | — | — | — | |
| AutoFieldBackbone=DCN2022.08 | 0.7887 | 0.3748 | — | — | — | 0.0001 | — | — | — | — | — | — | |
| DIFMModel Class=Second-order2023.11 | 0.7887 | 0.3748 | — | — | — | — | — | — | — | — | — | — | |
| IPNNNumber of parameters=51M2021.08 | 0.7885 | 0.3745 | — | — | — | — | — | — | — | — | — | — | |
| OriginalBackbone=DeepFM2022.08 | 0.7884 | 0.3751 | — | — | — | — | — | — | — | — | — | — | |
| FGCNN2019.04 | 0.7883 | 0.3746 | — | — | — | — | — | — | — | — | — | — | |
| AFNModel Class=High-order2023.11 | 0.7883 | 0.3752 | — | — | — | — | — | — | — | — | — | — | |
| CINModel Class=High-order2023.11 | 0.7881 | 0.3754 | — | — | — | — | — | — | — | — | — | — | |
| AutoIntModel Class=High-order2023.11 | 0.7881 | 0.375 | — | — | — | — | — | — | — | — | — | — | |
| DCNv22026.02 | 0.7879 | 0.3757 | — | — | — | — | — | — | — | — | — | — | |
| PEPBackbone=DeepFM2022.08 | 0.7877 | 0.3754 | — | — | — | 0.4126 | — | — | — | — | — | — | |
| AdaFSBackbone=Wide&Deep2026.02 | 0.7877 | 0.3725 | — | — | — | — | — | — | — | — | 95.83 | — | |
| FmFMModel Class=Second-order2023.11 | 0.7874 | 0.3765 | — | — | — | — | — | — | — | — | — | — | |
| PINembedding size=fixed2019.04 | 0.7872 | 0.3755 | — | — | — | — | — | — | — | — | — | — | |
| NormDNNstrategy=unified normalization combination2020.06 | 0.7869 | — | — | — | — | — | — | — | — | — | — | — | |
| IPNN2019.04 | 0.7868 | 0.3757 | — | — | — | — | — | — | — | — | — | — | |
| QRBackbone=DCN2022.08 | 0.7868 | 0.3766 | — | — | — | 0.5 | — | — | — | — | — | — | |
| DCNParas.=0.75M2022.09 | 0.7868 | — | — | — | — | — | — | — | — | — | — | — | |
| DNNParas.=0.74M2022.09 | 0.7867 | — | — | — | — | — | — | — | — | — | — | — | |
| PairRank2026.02 | 0.7867 | — | — | — | — | — | — | 0.6512 | 0.0423 | 0.7012 | — | — | |
| AdaFSBackbone=DCN2026.02 | 0.7867 | 0.3757 | — | — | — | — | — | — | — | — | 95.83 | — | |
| FwFM# Parameters=30,888,853, Latency (ms)=0.1052020.02 | 0.7866 | 0.3764 | — | — | — | — | — | — | — | — | — | — | |
| AutoFieldBackbone=DeepFM2022.08 | 0.7866 | 0.3762 | — | — | — | 0.002 | — | — | — | — | — | — | |
| DeepFMParas.=2.29M2022.09 | 0.7864 | — | — | — | — | — | — | — | — | — | — | — | |
| AutoInt+Paras.=0.77M2022.09 | 0.7862 | — | — | — | — | — | — | — | — | — | — | — |