CTR Prediction on KDD 12
0.8169AUCUTTSI
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UTTSIBackbone=OptFu2026.05 | 0.8169 | 0.1297 | |
| UTTSIBackbone=HSTU2026.05 | 0.8137 | 0.1314 | |
| OptFu2026.05 | 0.8125 | 0.1326 | |
| UTTSIBackbone=PLE2026.05 | 0.8097 | 0.1338 | |
| HSTU2026.05 | 0.8087 | 0.1358 | |
| MemoNet-LSize=Small, Codewords (MC)=0.5MC, Hash Number (xH)=7H, Parameters=60M2022.10 | 0.806 | 0.1508 | |
| MemoNet-ASize=Small, Codewords (MC)=0.5MC, Hash Number (xH)=8H, Parameters=60M2022.10 | 0.8052 | 0.1516 | |
| PEPNet2026.05 | 0.8041 | 0.137 | |
| PLE2026.05 | 0.8035 | 0.137 | |
| AutoCTR2026.05 | 0.8029 | 0.1373 | |
| MMOE2026.05 | 0.8021 | 0.1377 | |
| MaskNet2026.05 | 0.8012 | 0.1381 | |
| MaskNetParameters=56M2022.10 | 0.7989 | 0.1521 | |
| GDCN2026.05 | 0.7989 | 0.1399 | |
| CANParameters=569M2022.10 | 0.7971 | 0.153 | |
| AutoInt+Parameters=55M2022.10 | 0.7969 | 0.1529 | |
| FibiNET2026.05 | 0.7968 | 0.1402 | |
| DCN v2Parameters=55M2022.10 | 0.7966 | 0.153 | |
| DCNParameters=55M2022.10 | 0.7958 | 0.1531 | |
| AutoFISParameters=60M2022.10 | 0.7954 | 0.1532 | |
| DNNParameters=55M2022.10 | 0.7954 | 0.1533 | |
| FiBiNetParameters=61M2022.10 | 0.7952 | 0.1533 | |
| xDeepFMParameters=62M2022.10 | 0.7951 | 0.1534 | |
| DCN2026.05 | 0.7941 | 0.1426 | |
| DeepFMParameters=60M2022.10 | 0.794 | 0.1538 | |
| Wide&DeepParameters=60M2022.10 | 0.7933 | 0.1542 | |
| DeepFM2026.05 | 0.7933 | 0.1422 | |
| AutoInt2026.05 | 0.7928 | 0.1429 | |
| Wide&Deep2026.05 | 0.7921 | 0.1426 | |
| FM2026.05 | 0.7914 | 0.1431 | |
| DNN2026.05 | 0.7902 | 0.1437 | |
| AutoInt+Base model=AutoInt2018.10 | 0.7898 | 0.1543 | |
| AutoIntModel Class=High-order, Averaged over=10 runs2018.10 | 0.7883 | 0.1546 | |
| Deep&CrossBase model=CN2018.10 | 0.7872 | 0.1549 | |
| DeepFMBase model=FM2018.10 | 0.7867 | 0.1549 | |
| xDeepFMBase model=CIN2018.10 | 0.782 | 0.156 | |
| CINModel Class=High-order, Averaged over=10 runs2018.10 | 0.7799 | 0.1566 | |
| CrossNetModel Class=High-order, Averaged over=10 runs2018.10 | 0.7773 | 0.1572 | |
| FMParameters=60M2022.10 | 0.7765 | 0.1583 | |
| FMModel Class=Second-order, Averaged over=10 runs2018.10 | 0.7759 | 0.1573 | |
| DeepCrossingModel Class=High-order, Averaged over=10 runs2018.10 | 0.7715 | 0.1591 | |
| HOFMModel Class=High-order, Averaged over=10 runs2018.10 | 0.7707 | 0.1586 | |
| AFMModel Class=Second-order, Averaged over=10 runs2018.10 | 0.7659 | 0.1591 | |
| Wide&DeepBase model=LR2018.10 | 0.7549 | 0.1619 | |
| NFMModel Class=High-order, Averaged over=10 runs2018.10 | 0.7515 | 0.1631 | |
| LRModel Class=First-order, Averaged over=10 runs2018.10 | 0.7361 | 0.1684 |