Click-Through Rate Prediction on Criteo (test)
0.8114AUCOptEmbed
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OptEmbedBackbone=FNN2022.08 | 0.8114 | 0.44 | 0.671 | — | |
| OptEmbedBackbone=IPNN2022.08 | 0.8114 | 0.4401 | 0.7122 | — | |
| OriginalBackbone=IPNN2022.08 | 0.8113 | 0.4401 | — | — | |
| AutoFieldBackbone=IPNN2022.08 | 0.8111 | 0.4405 | 0.3941 | — | |
| PEPBackbone=IPNN2022.08 | 0.8111 | 0.4402 | 0.5607 | — | |
| PEPBackbone=DCN2022.08 | 0.811 | 0.4402 | 0.8534 | — | |
| OptEmbedBackbone=DCN2022.08 | 0.811 | 0.4401 | 0.8108 | — | |
| OriginalBackbone=FNN2022.08 | 0.811 | 0.4404 | — | — | |
| AutoFieldBackbone=DCN2022.08 | 0.8108 | 0.4408 | 0.5 | — | |
| AutoFieldBackbone=FNN2022.08 | 0.8108 | 0.4406 | 0.6221 | — | |
| PEPBackbone=FNN2022.08 | 0.8108 | 0.4406 | 0.5802 | — | |
| NormDNNstrategy=unified normalization combination2020.06 | 0.8107 | — | — | — | |
| OriginalBackbone=DCN2022.08 | 0.8106 | 0.4408 | — | — | |
| OptEmbedBackbone=DeepFM2022.08 | 0.8105 | 0.4409 | 0.9684 | — | |
| QRBackbone=FNN2022.08 | 0.8105 | 0.4408 | 0.5 | — | |
| OriginalBackbone=DeepFM2022.08 | 0.8104 | 0.4409 | — | — | |
| AutoDimBackbone=FNN2022.08 | 0.8104 | 0.441 | 0.7187 | — | |
| QRBackbone=DCN2022.08 | 0.8103 | 0.4411 | 0.5 | — | |
| AutoDimBackbone=IPNN2022.08 | 0.8103 | 0.4411 | 0.7179 | — | |
| QRBackbone=IPNN2022.08 | 0.8102 | 0.4411 | 0.5 | — | |
| AutoFieldBackbone=DeepFM2022.08 | 0.8101 | 0.4412 | 0.0009 | — | |
| AutoDimBackbone=DCN2022.08 | 0.8096 | 0.4418 | 0.7917 | — | |
| tensorFMComplexity=high-complexity2026.02 | 0.8094 | 0.4422 | — | — | |
| AutoDimBackbone=DeepFM2022.08 | 0.8093 | 0.442 | 0.8642 | — | |
| FwFM2026.02 | 0.8087 | 0.4428 | — | — | |
| QRBackbone=DeepFM2022.08 | 0.8084 | 0.4444 | 0.5 | — | |
| tensorFMComplexity=low-complexity2026.02 | 0.8079 | 0.4436 | — | — | |
| HOFM2026.02 | 0.8067 | 0.4449 | — | — | |
| xDeepFM2020.06 | 0.8063 | — | — | — | |
| DeepFM2020.06 | 0.8056 | — | — | — | |
| DNNnormalization=none2020.06 | 0.8054 | — | — | — | |
| FM2026.02 | 0.8044 | 0.447 | — | — | |
| OptEmBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.05 | 0.8043 | 0.4468 | — | 1.2672 | |
| OptFSBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.05 | 0.8036 | 0.4475 | — | 1.0761 | |
| MC-MLCC2026.02 | 0.8034 | 0.4526 | — | — | |
| AdamModel=DCN2023.12 | 0.8023 | — | — | — | |
| AGDModel=DCN2023.12 | 0.8023 | — | — | — | |
| AdaBeliefModel=DCN2023.12 | 0.8022 | — | — | — | |
| Light-FMPBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.05 | 0.8022 | 0.4486 | — | 0.6084 | |
| MLCC2026.02 | 0.802 | 0.4517 | — | — | |
| Wukong2026.02 | 0.8013 | 0.4594 | — | — | |
| DCNv22026.02 | 0.8012 | 0.4541 | — | — | |
| RankMixer2026.02 | 0.8008 | 0.4625 | — | — | |
| AdaHessianModel=DCN2023.12 | 0.8004 | — | — | — | |
| AutoFieldBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.05 | 0.7996 | 0.4516 | — | 1.1896 | |
| DNN2026.02 | 0.7995 | 0.4554 | — | — | |
| PEPBackbone=DeepFM2022.08 | 0.798 | 0.4541 | 0.501 | — | |
| LassoBackbone=xDeepFM, Selection Type=shallow, Pruning Ratio=0.52026.05 | 0.7977 | 0.4531 | — | 0.6482 | |
| AFM2026.02 | 0.7975 | 0.4462 | — | — | |
| PCABackbone=xDeepFM, Selection Type=shallow, Pruning Ratio=0.52026.05 | 0.7965 | 0.4543 | — | 0.7007 | |
| MvFSBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=not specified2026.05 | 0.7956 | 0.455 | — | 1.0889 | |
| CN2026.02 | 0.7955 | 0.4514 | — | — | |
| LR2026.02 | 0.7939 | 0.4551 | — | — | |
| AdaFSBackbone=xDeepFM, Selection Type=deep, Pruning Ratio=0.52026.05 | 0.7934 | 0.4568 | — | 0.3368 | |
| No SelectionBackbone=xDeepFM, Selection Type=none, Pruning Ratio=N/A2026.05 | 0.7913 | 0.4616 | — | 1 | |
| XGBoostBackbone=xDeepFM, Selection Type=shallow, Pruning Ratio=0.52026.05 | 0.7746 | 0.4721 | — | 0.5866 | |
| SGDModel=DCN2023.12 | 0.7296 | — | — | — |