CTR Prediction on Criteo
0.8163AUCFCN_sp
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| FCN_spLoss=Tri-BCE2024.07 | 0.8163 | 0.4357 | — | — | — | — | — | — | — | — | |
| QNN-α2025.05 | 0.8163 | 0.4358 | — | — | — | — | — | — | — | — | |
| GDCN-PNetworks=GCN, DNN2023.11 | 0.8161 | 0.436 | — | — | — | — | — | — | — | — | |
| FCN_p2024.07 | 0.816 | 0.4361 | — | — | — | — | — | — | — | — | |
| ECN2024.07 | 0.8156 | 0.4365 | — | — | — | — | — | — | — | — | |
| ECN2025.05 | 0.8155 | 0.4364 | — | — | — | — | — | — | — | — | |
| CrossNet V2Paradigm=GEN, Category=Explicit2025.12 | 0.8154 | 0.4366 | — | — | — | — | — | — | — | — | |
| DS-MLPLatency (ms)=59.432026.06 | 0.8152 | 0.4366 | 3.21 | — | — | — | — | — | — | — | |
| TF4CTR2024.05 | 0.815 | — | — | — | — | — | — | 0 | — | — | |
| FinalMLP + MMBAttnAttention Mechanism=MMBAttn2023.08 | 0.815 | 0.4371 | — | 0.01 | — | — | — | — | — | — | |
| FinalMLPModel Type=two-stream2023.04 | 0.8149 | — | — | — | 0.0002 | — | — | — | — | — | |
| FINAL2024.07 | 0.8149 | 0.4371 | — | — | — | — | — | — | — | — | |
| FINAL(2B)2025.05 | 0.8149 | 0.4371 | — | — | — | — | — | — | — | — | |
| FCNLatency (ms)=39.262026.06 | 0.8149 | 0.4368 | 3.11 | — | — | — | — | — | — | — | |
| FinalMLP2023.08 | 0.8149 | 0.4372 | — | — | — | — | — | — | — | — | |
| FinalLatency (ms)=25.562026.06 | 0.8148 | 0.4369 | 3.08 | — | — | — | — | — | — | — | |
| DCNv2-GENBase Model=DCNv2, Feature Enhancement=GEN (Generative Paradigm)2025.12 | 0.8147 | 0.4371 | — | — | — | — | — | — | — | — | |
| DCN V2Paradigm=GEN, Category=DNN-based2025.12 | 0.8147 | 0.4371 | — | — | — | — | — | — | — | — | |
| EDCNModel Type=two-stream2023.04 | 0.8147 | — | — | — | 0.0001 | — | — | — | — | — | |
| EulerNet2024.07 | 0.8147 | 0.4379 | — | — | — | — | — | — | — | — | |
| RFM2024.07 | 0.8147 | 0.4374 | — | — | — | — | — | — | — | — | |
| EulerNet2025.05 | 0.8147 | 0.4379 | — | — | — | — | — | — | — | — | |
| RFM2025.05 | 0.8147 | 0.4374 | — | — | — | — | — | — | — | — | |
| FinalMLPLatency (ms)=56.712026.06 | 0.8147 | 0.4374 | 3.05 | — | — | — | — | — | — | — | |
| DeRes-P2026.06 | 0.8146 | 0.4366 | — | — | — | — | — | — | — | — | |
| EDCN + MMBAttnAttention Mechanism=MMBAttn2023.08 | 0.8145 | 0.4375 | — | 0.02 | — | — | — | — | — | — | |
| DCNv22024.07 | 0.8145 | 0.4376 | — | — | — | — | — | — | — | — | |
| FinalMLP2024.07 | 0.8145 | 0.4373 | — | — | — | — | — | — | — | — | |
| DCNv22025.05 | 0.8145 | 0.4376 | — | — | — | — | — | — | — | — | |
| FinalMLP2025.05 | 0.8145 | 0.4373 | — | — | — | — | — | — | — | — | |
| AutoInt+Networks=AutoInt, DNN2023.11 | 0.8144 | 0.4376 | — | — | — | — | — | — | — | — | |
| DCN-V2Networks=CN-V2, DNN2023.11 | 0.8144 | 0.4375 | — | — | — | — | — | — | — | — | |
| DCNv12024.07 | 0.8144 | 0.4376 | — | — | — | — | — | — | — | — | |
| EDCN2024.07 | 0.8144 | 0.4378 | — | — | — | — | — | — | — | — | |
| DCNv12025.05 | 0.8144 | 0.4376 | — | — | — | — | — | — | — | — | |
| SFGLatency (ms)=32.782026.06 | 0.8144 | 0.4378 | 2.95 | — | — | — | — | — | — | — | |
| DCNv2-FRNetBase Model=DCNv2, Feature Enhancement=FRNet2025.12 | 0.8143 | 0.4379 | — | — | — | — | — | — | — | — | |
| DNN + MMBAttnAttention Mechanism=MMBAttn2023.08 | 0.8143 | 0.4378 | — | 0.15 | — | — | — | — | — | — | |
| DeepFM + MMBAttnAttention Mechanism=MMBAttn2023.08 | 0.8143 | 0.4377 | — | 0.07 | — | — | — | — | — | — | |
| EDCN2023.08 | 0.8143 | 0.4377 | — | — | — | — | — | — | — | — | |
| AFN+Model Type=two-stream2023.04 | 0.8143 | — | — | — | 0.0001 | — | — | — | — | — | |
| DeepFM2024.07 | 0.8143 | 0.4375 | — | — | — | — | — | — | — | — | |
| xDeepFM2024.07 | 0.8143 | 0.4376 | — | — | — | — | — | — | — | — | |
| DeepFM2025.05 | 0.8143 | 0.4375 | — | — | — | — | — | — | — | — | |
| xDeepFM2025.05 | 0.8143 | 0.4376 | — | — | — | — | — | — | — | — | |
| DCNv2-GFRLBase Model=DCNv2, Feature Enhancement=GFRL2025.12 | 0.8143 | 0.4377 | — | — | — | — | — | — | — | — | |
| xDeepFMParadigm=GEN, Category=DNN-based2025.12 | 0.8142 | 0.4378 | — | — | — | — | — | — | — | — | |
| DCNNetworks=CN, DNN2023.11 | 0.8142 | 0.4378 | — | — | — | — | — | — | — | — | |
| xDeepFMNetworks=CIN, DNN2023.11 | 0.8142 | 0.4377 | — | — | — | — | — | — | — | — | |
| ParaMaskNetNetworks=MaskBlocks, DNN2023.11 | 0.8142 | 0.4377 | — | — | — | — | — | — | — | — | |
| DCNv2Model Type=two-stream2023.04 | 0.8142 | — | — | — | 0.0002 | — | — | — | — | — | |
| DualMLPModel Type=two-stream2023.04 | 0.8142 | — | — | — | 0.0006 | — | — | — | — | — | |
| PNN2024.07 | 0.8142 | 0.4378 | — | — | — | — | — | — | — | — | |
| Wide & Deep2024.07 | 0.8142 | 0.4376 | — | — | — | — | — | — | — | — | |
| PNN2025.05 | 0.8142 | 0.4378 | — | — | — | — | — | — | — | — | |
| Wide & Deep2025.05 | 0.8142 | 0.4376 | — | — | — | — | — | — | — | — | |
| IPNNParadigm=GEN, Category=DNN-based2025.12 | 0.8142 | 0.4378 | — | — | — | — | — | — | — | — | |
| WDLNetworks=LR, DNN2023.11 | 0.8141 | 0.4379 | — | — | — | — | — | — | — | — | |
| FEDNetworks=Concat., Att., DNN2023.11 | 0.8141 | 0.4379 | — | — | — | — | — | — | — | — | |
| AFN+Latency (ms)=38.552026.06 | 0.8141 | 0.4377 | 2.85 | — | — | — | — | — | — | — | |
| DeepFMNetworks=FM, DNN2023.11 | 0.814 | 0.4378 | — | — | — | — | — | — | — | — | |
| DeepIMModel Type=two-stream2023.04 | 0.814 | — | — | — | 0.0001 | — | — | — | — | — | |
| DNN2024.07 | 0.814 | 0.438 | — | — | — | — | — | — | — | — | |
| DLF2024.07 | 0.814 | 0.4382 | — | — | — | — | — | — | — | — | |
| xDeepFM2024.05 | 0.814 | — | — | — | — | — | — | — | — | — | |
| DCNv22024.05 | 0.814 | — | — | — | — | — | — | — | — | — | |
| DNN2025.05 | 0.814 | 0.438 | — | — | — | — | — | — | — | — | |
| WuKongLatency (ms)=34.352026.06 | 0.814 | 0.4388 | 2.82 | — | — | — | — | — | — | — | |
| DeepFMParadigm=GEN, Category=DNN-based2025.12 | 0.814 | 0.4379 | — | — | — | — | — | — | — | — | |
| MaskNet2023.08 | 0.8139 | 0.438 | — | — | — | — | — | — | — | — | |
| AutoInt+2023.08 | 0.8139 | 0.4379 | — | — | — | — | — | — | — | — | |
| MemoNet-LSize=Big, Codewords (MC)=10MC, Hash Number (xH)=4H, Parameters=110M2022.10 | 0.8139 | 0.438 | — | — | — | — | — | — | — | — | |
| DNNNetworks=DNN2023.11 | 0.8139 | 0.4383 | — | — | — | — | — | — | — | — | |
| DCNModel Type=two-stream2023.04 | 0.8139 | — | — | — | 0 | — | — | — | — | — | |
| xDeepFMModel Type=two-stream2023.04 | 0.8139 | — | — | — | 0.0001 | — | — | — | — | — | |
| AutoInt+Model Type=two-stream2023.04 | 0.8139 | — | — | — | 0.0001 | — | — | — | — | — | |
| MaskNetModel Type=two-stream2023.04 | 0.8139 | — | — | — | 0.0001 | — | — | — | — | — | |
| DCN2024.05 | 0.8139 | — | — | — | — | — | — | — | — | — | |
| EDCN2024.05 | 0.8139 | — | — | — | — | — | — | — | — | — | |
| ECKDLatency (ms)=43.152026.06 | 0.8139 | 0.4401 | 2.78 | — | — | — | — | — | — | — | |
| DCNv2-DISBase Model=DCNv2, Feature Enhancement=DIS2025.12 | 0.8139 | 0.4383 | — | — | — | — | — | — | — | — | |
| DCN V2Paradigm=DIS, Category=DNN-based2025.12 | 0.8139 | 0.4383 | — | — | — | — | — | — | — | — | |
| DCN2023.08 | 0.8138 | 0.4381 | — | — | — | — | — | — | — | — | |
| MemoNet-ASize=Big, Codewords (MC)=10MC, Hash Number (xH)=3H, Parameters=110M2022.10 | 0.8138 | 0.4381 | — | — | — | — | — | — | — | — | |
| AFN+Networks=AFN, DNN2023.11 | 0.8138 | 0.4384 | — | — | — | — | — | — | — | — | |
| WideDeepModel Type=two-stream2023.04 | 0.8138 | — | — | — | 0.0001 | — | — | — | — | — | |
| DeepFMModel Type=two-stream2023.04 | 0.8138 | — | — | — | 0.0001 | — | — | — | — | — | |
| AFN*DNN integrated=true2024.07 | 0.8138 | 0.4384 | — | — | — | — | — | — | — | — | |
| AFNIntegrated with=DNN2025.05 | 0.8138 | 0.4384 | — | — | — | — | — | — | — | — | |
| DeepFMParadigm=DIS, Category=DNN-based2025.12 | 0.8138 | 0.438 | — | — | — | — | — | — | — | — | |
| AutoInt+Latency (ms)=1262.532026.06 | 0.8138 | 0.438 | 2.75 | — | — | — | — | — | — | — | |
| TokenMixer-L2026.06 | 0.8138 | 0.4374 | — | — | — | — | — | — | — | — | |
| DeepFM2023.08 | 0.8137 | 0.4381 | — | — | — | — | — | — | — | — | |
| EulerNet2024.05 | 0.8137 | — | — | — | — | — | — | — | — | — | |
| GDCNLatency (ms)=45.022026.06 | 0.8137 | 0.4386 | 2.72 | — | — | — | — | — | — | — | |
| DeRes-S2026.06 | 0.8137 | 0.4376 | — | — | — | — | — | — | — | — | |
| xDeepFMParadigm=DIS, Category=DNN-based2025.12 | 0.8137 | 0.4382 | — | — | — | — | — | — | — | — | |
| CL4CTR2024.05 | 0.8136 | — | — | — | — | — | — | — | — | — | |
| EDCN2025.05 | 0.8136 | 0.4386 | — | — | — | — | — | — | — | — | |
| xDeepFMLatency (ms)=182.802026.06 | 0.8136 | 0.4382 | 2.69 | — | — | — | — | — | — | — |