Click-Through Rate Prediction on KDD 12 (test)
80.28AUCOptEmbed
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OptEmbedBackbone=IPNN2022.08 | 80.28 | 0.1521 | 0.4154 | |
| OptEmbedBackbone=FNN2022.08 | 80.27 | 0.1522 | 0.5105 | |
| OptEmbedBackbone=DCN2022.08 | 80.21 | 0.1519 | 0.4715 | |
| AutoDimBackbone=DCN2022.08 | 80.16 | 0.152 | 0.1904 | |
| AutoDimBackbone=IPNN2022.08 | 80.13 | 0.1521 | 0.2286 | |
| AutoDimBackbone=FNN2022.08 | 80.12 | 0.1522 | 0.1669 | |
| AutoFieldBackbone=DCN2022.08 | 80.11 | 0.1525 | 0 | |
| OriginalBackbone=DCN2022.08 | 80.1 | 0.1522 | — | |
| OriginalBackbone=FNN2022.08 | 80.08 | 0.1522 | — | |
| OriginalBackbone=IPNN2022.08 | 80.07 | 0.1522 | — | |
| AutoFieldBackbone=FNN2022.08 | 80.06 | 0.1522 | 0 | |
| AutoFieldBackbone=IPNN2022.08 | 80.06 | 0.1522 | 0.0038 | |
| FiBiNet++Paras.=0.40M2022.09 | 79.98 | — | — | |
| PEPBackbone=DCN2022.08 | 79.92 | 0.1525 | 0.1003 | |
| PEPBackbone=FNN2022.08 | 79.84 | 0.1527 | 0.1003 | |
| OptEmbedBackbone=DeepFM2022.08 | 79.71 | 0.153 | 0.6183 | |
| AutoInt+Paras.=0.38M2022.09 | 79.69 | — | — | |
| DCN v2Paras.=0.39M2022.09 | 79.66 | — | — | |
| OriginalBackbone=DeepFM2022.08 | 79.62 | 0.1532 | — | |
| DCNParas.=0.37M2022.09 | 79.58 | — | — | |
| PEPBackbone=DeepFM2022.08 | 79.57 | 0.1533 | 0.1001 | |
| PEPBackbone=IPNN2022.08 | 79.57 | 0.1535 | 0.1003 | |
| DNNParas.=0.37M2022.09 | 79.54 | — | — | |
| AutoFieldBackbone=DeepFM2022.08 | 79.53 | 0.1534 | 0.0038 | |
| FiBiNetParas.=6.41M2022.09 | 79.52 | — | — | |
| xDeepFMParas.=6.91M2022.09 | 79.51 | — | — | |
| DeepFMParas.=5.84M2022.09 | 79.4 | — | — | |
| QRBackbone=FNN2022.08 | 79.38 | 0.1538 | 0.5 | |
| QRBackbone=IPNN2022.08 | 79.28 | 0.154 | 0.5 | |
| QRBackbone=DCN2022.08 | 79.25 | 0.1541 | 0.5 | |
| QRBackbone=DeepFM2022.08 | 79.13 | 0.1544 | 0.5 | |
| AutoDimBackbone=DeepFM2022.08 | 78.86 | 0.155 | 0.0029 | |
| FMParas.=5.46M2022.09 | 77.65 | — | — |