CTR Prediction on Avazu
80.3AUCDeRes-P
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DeRes-P2026.06 | 80.3 | 0.3707 | — | — | — | — | — | |
| DeRes-S2026.06 | 80.24 | 0.3713 | — | — | — | — | — | |
| UniMixer2026.06 | 80.22 | 0.3715 | — | — | — | — | — | |
| TokenMixer-L2026.06 | 80.16 | 0.372 | — | — | — | — | — | |
| AttnRes2026.06 | 80.14 | 0.3721 | — | — | — | — | — | |
| FiBiNET2026.06 | 80.13 | 0.3722 | — | — | — | — | — | |
| OneTrans2026.06 | 80.11 | 0.3724 | — | — | — | — | — | |
| DCN-v22026.06 | 80.04 | 0.3729 | — | — | — | — | — | |
| DenseFormer2026.06 | 80.01 | 0.3732 | — | — | — | — | — | |
| mHC2026.06 | 79.97 | 0.3738 | — | — | — | — | — | |
| SASRec2026.06 | 79.93 | 0.3736 | — | — | — | — | — | |
| AutoInt2026.06 | 79.91 | 0.3737 | — | — | — | — | — | |
| MemoNet-LSize=Big, Codewords (MC)=10MC, Hash Number (xH)=9H, Parameters=578M2022.10 | 79.87 | 0.3684 | — | — | — | — | — | |
| DIN2026.06 | 79.86 | 0.3742 | — | — | — | — | — | |
| DeepFM2026.06 | 79.84 | 0.3743 | — | — | — | — | — | |
| MemoNet-ASize=Big, Codewords (MC)=10MC, Hash Number (xH)=9H, Parameters=578M2022.10 | 79.73 | 0.3693 | — | — | — | — | — | |
| UTTSIBackbone=OptFu2026.05 | 79.72 | 0.4359 | — | — | — | — | — | |
| UTTSIBackbone=HSTU2026.05 | 79.63 | 0.4351 | — | — | — | — | — | |
| MemoNet-LSize=Small, Codewords (MC)=1MC, Hash Number (xH)=9H, Parameters=128M2022.10 | 79.58 | 0.3704 | — | — | — | — | — | |
| MemoNet-ASize=Small, Codewords (MC)=1MC, Hash Number (xH)=8H, Parameters=128M2022.10 | 79.52 | 0.3707 | — | — | — | — | — | |
| IPNNParadigm=GEN, Category=DNN-based2025.12 | 79.451 | 0.3711 | — | — | — | — | — | |
| PEPNet2026.05 | 79.44 | 0.4402 | — | — | — | — | — | |
| xDeepFMParadigm=GEN, Category=DNN-based2025.12 | 79.429 | 0.3712 | — | — | — | — | — | |
| IPNNParadigm=DIS, Category=DNN-based2025.12 | 79.348 | 0.3716 | — | — | — | — | — | |
| DCNv2-GENBase Model=DCNv2, Feature Enhancement=GEN (Generative Paradigm)2025.12 | 79.342 | 0.3718 | — | — | — | — | — | |
| DCN V2Paradigm=GEN, Category=DNN-based2025.12 | 79.342 | 0.3718 | — | — | — | — | — | |
| DeepFMParadigm=GEN, Category=DNN-based2025.12 | 79.333 | 0.3718 | — | — | — | — | — | |
| DCNv2-FRNetBase Model=DCNv2, Feature Enhancement=FRNet2025.12 | 79.313 | 0.3719 | — | — | — | — | — | |
| CrossNet V2Paradigm=GEN, Category=Explicit2025.12 | 79.301 | 0.372 | — | — | — | — | — | |
| DCNv2-GFRLBase Model=DCNv2, Feature Enhancement=GFRL2025.12 | 79.296 | 0.3719 | — | — | — | — | — | |
| DeepFMParadigm=DIS, Category=DNN-based2025.12 | 79.285 | 0.3722 | — | — | — | — | — | |
| DCNv2-DISBase Model=DCNv2, Feature Enhancement=DIS2025.12 | 79.282 | 0.3722 | — | — | — | — | — | |
| DCN V2Paradigm=DIS, Category=DNN-based2025.12 | 79.282 | 0.3722 | — | — | — | — | — | |
| FmFMParadigm=GEN, Category=Explicit2025.12 | 79.266 | 0.3729 | — | — | — | — | — | |
| FMParadigm=GEN, Category=Explicit2025.12 | 79.26 | 0.3728 | — | — | — | — | — | |
| OptFeature2023.10 | 79.25 | 0.3741 | — | — | — | — | — | |
| OptFu2026.05 | 79.24 | 0.4383 | — | — | — | — | — | |
| xDeepFMParadigm=DIS, Category=DNN-based2025.12 | 79.222 | 0.3725 | — | — | — | — | — | |
| UTTSIBackbone=PLE2026.05 | 79.16 | 0.439 | — | — | — | — | — | |
| FiGNN2025.12 | 79.156 | 0.3734 | — | — | — | — | — | |
| FiBiNetParameters=87M2022.10 | 79.12 | 0.373 | — | — | — | — | — | |
| CrossNet V2Paradigm=DIS, Category=Explicit2025.12 | 79.106 | 0.3732 | — | — | — | — | — | |
| GDCN-PNetworks=GCN, DNN2023.11 | 79.09 | 0.3733 | — | — | — | — | — | |
| AutoCTR2026.05 | 79.08 | 0.4396 | — | — | — | — | — | |
| PROFITCategory=DSNs with FIS2023.10 | 79.06 | 0.3756 | — | — | — | — | — | |
| AutoFISCategory=DSNs with FIS2023.10 | 79.03 | 0.3749 | — | — | — | — | — | |
| CANParameters=223M2022.10 | 79.02 | 0.3737 | — | — | — | — | — | |
| HSTU2026.05 | 79.02 | 0.4403 | — | — | — | — | — | |
| FmFMParadigm=DIS, Category=Explicit2025.12 | 78.99 | 0.3752 | — | — | — | — | — | |
| DCN v2Parameters=81M2022.10 | 78.98 | 0.3738 | — | — | — | — | — | |
| DCN-V2Networks=CN-V2, DNN2023.11 | 78.98 | 0.3743 | — | — | — | — | — | |
| DeepFMCategory=DSNs2023.10 | 78.96 | 0.3757 | — | — | — | — | — | |
| IPNNCategory=DSNs2023.10 | 78.96 | 0.3741 | — | — | — | — | — | |
| ParaMaskNetNetworks=MaskBlocks, DNN2023.11 | 78.95 | 0.3748 | — | — | — | — | — | |
| MaskNetParameters=85M2022.10 | 78.94 | 0.374 | — | — | — | — | — | |
| xDeepFMNetworks=CIN, DNN2023.11 | 78.93 | 0.3744 | — | — | — | — | — | |
| FNNCategory=DSNs2023.10 | 78.91 | 0.3762 | — | — | — | — | — | |
| DeepFMNetworks=FM, DNN2023.11 | 78.91 | 0.3745 | — | — | — | — | — | |
| FEDNetworks=Concat., Att., DNN2023.11 | 78.91 | 0.3745 | — | — | — | — | — | |
| DCNNetworks=CN, DNN2023.11 | 78.9 | 0.3745 | — | — | — | — | — | |
| NONNetworks=LR, Att., DNN2023.11 | 78.89 | 0.3747 | — | — | — | — | — | |
| xDeepFMParameters=81M2022.10 | 78.88 | 0.3747 | — | — | — | — | — | |
| WDLNetworks=LR, DNN2023.11 | 78.88 | 0.3747 | — | — | — | — | — | |
| FMParadigm=DIS, Category=Explicit2025.12 | 78.877 | 0.3753 | — | — | — | — | — | |
| DCNCategory=DSNs2023.10 | 78.87 | 0.3767 | — | — | — | — | — | |
| AFN+Networks=AFN, DNN2023.11 | 78.87 | 0.3748 | — | — | — | — | — | |
| DNNNetworks=DNN2023.11 | 78.86 | 0.3748 | — | — | — | — | — | |
| AutoInt+Networks=AutoInt, DNN2023.11 | 78.86 | 0.3745 | — | — | — | — | — | |
| AutoFISParameters=79M2022.10 | 78.79 | 0.3745 | — | — | — | — | — | |
| MMOE2026.05 | 78.79 | 0.442 | — | — | — | — | — | |
| SerMaskNetfeature embedding size=10, number of MaskBlocks=32021.02 | 78.77 | — | 3.3 | — | — | — | — | |
| ParaMaskNetfeature embedding size=10, number of MaskBlocks=32021.02 | 78.72 | — | 3.12 | — | — | — | — | |
| AutoDeepFM(3rd)top=21%/10%, time (s)=0.94, search + re-train cost (min)=24+102020.03 | 78.7 | 0.3756 | 0.99 | — | — | — | — | |
| DCNParameters=78M2022.10 | 78.68 | 0.3767 | — | — | — | — | — | |
| DNNParameters=78M2022.10 | 78.67 | 0.3756 | — | — | — | — | — | |
| DeepFMParameters=79M2022.10 | 78.64 | 0.3769 | — | — | — | — | — | |
| FAT-DeepFFMInteraction Function=Hadamard product2019.05 | 78.63 | 0.3761 | — | — | — | — | — | |
| ContextNet-SFFN2021.07 | 78.63 | — | 2.8 | — | — | — | — | |
| ContextNet-PFFN2021.07 | 78.62 | — | 2.76 | — | — | — | — | |
| AutoInt+Parameters=78M2022.10 | 78.62 | 0.3758 | — | — | — | — | — | |
| AutoFM(3rd)top=25%/2%, time (s)=0.33, search + re-train cost (min)=22+52020.03 | 78.6 | 0.3762 | 0.86 | — | — | — | — | |
| FAT-DeepFFMInteraction Function=inner-product2019.05 | 78.57 | 0.3763 | — | — | — | — | — | |
| PLE2026.05 | 78.56 | 0.4441 | — | — | — | — | — | |
| DeepFM(3rd)top=100%, time (s)=5.97, search + re-train cost (min)=0+232020.03 | 78.54 | 0.3765 | 0.78 | — | — | — | — | |
| AutoDeepFM(2nd)top=24%, time (s)=0.48, search + re-train cost (min)=7+42020.03 | 78.52 | 0.3765 | 0.76 | — | — | — | — | |
| Wide&DeepParameters=79M2022.10 | 78.49 | 0.3788 | — | — | — | — | — | |
| FM(3rd)top=100%, time (s)=5.70, search + re-train cost (min)=0+212020.03 | 78.43 | 0.3772 | 0.64 | — | — | — | — | |
| xDeepFMfeature embedding size=102021.02 | 78.41 | — | 2.01 | — | — | — | — | |
| xDeepFM2021.07 | 78.41 | — | 2.01 | — | — | — | — | |
| DeepFFMInteraction Function=inner-product2019.05 | 78.39 | 0.3783 | — | — | — | — | — | |
| FMCategory=Shallow2023.10 | 78.39 | 0.3783 | — | — | — | — | — | |
| DeepFMtop=100%, time (s)=0.76, search + re-train cost (min)=0+62020.03 | 78.36 | 0.3776 | 0.55 | — | — | — | — | |
| DeepFFMInteraction Function=Hadamard product2019.05 | 78.35 | 0.3782 | — | — | — | — | — | |
| GBDT+FFMtop=100%, time (s)=2.66, search + re-train cost (min)=6+212020.03 | 78.35 | 0.3777 | 0.54 | — | — | — | — | |
| SSR-DParameters=0.97M, FLOPs=2.00 G2026.04 | 78.35 | 0.3781 | — | — | — | — | — | |
| DeepFMfeature embedding size=102021.02 | 78.33 | — | 1.72 | — | — | — | — | |
| DeepFM2021.07 | 78.33 | — | 1.72 | — | — | — | — | |
| FFMtop=100%, time (s)=0.24, search + re-train cost (min)=0+62020.03 | 78.31 | 0.3781 | 0.49 | — | — | — | — | |
| AutoFM(2nd)top=29%, time (s)=0.23, search + re-train cost (min)=4+22020.03 | 78.31 | 0.3778 | 0.49 | — | — | — | — | |
| DCNfeature embedding size=102021.02 | 78.3 | — | 1.62 | — | — | — | — |