CTR Prediction on TaobaoAds
0.6672AUCOracle
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Oracle2026.04 | 0.6672 | 0.6303 | 0.9569 | — | |
| LoopCTRInference loops (i)=1, Training loops (L)=32026.04 | 0.6441 | 0.5664 | 0.9691 | — | |
| LoopCTRInference loops (i)=2, Training loops (L)=32026.04 | 0.644 | 0.5664 | 0.9691 | — | |
| LoopCTRInference loops (i)=0, Training loops (L)=32026.04 | 0.6439 | 0.5666 | 0.9694 | — | |
| LoopCTRInference loops (i)=3, Training loops (L)=32026.04 | 0.6436 | 0.5662 | 0.9693 | — | |
| AutoInt2026.04 | 0.643 | 0.5637 | 0.9843 | — | |
| OneTrans2026.04 | 0.6412 | 0.5659 | 0.9746 | — | |
| DCNv22026.04 | 0.6408 | 0.5663 | 0.9721 | — | |
| StackCTRLayers=32026.04 | 0.6403 | 0.5674 | 0.9732 | — | |
| DHEN2026.04 | 0.6392 | 0.5654 | 0.9749 | — | |
| DLRM2026.04 | 0.6388 | 0.5629 | 0.9765 | — | |
| Wukong2026.04 | 0.6388 | 0.5658 | 0.9774 | — | |
| DIN2026.04 | 0.6386 | 0.5626 | 0.9743 | — | |
| MTGR2026.04 | 0.637 | 0.5643 | 0.9729 | — | |
| LoopFM-onlyVM Architecture=DMR, Teacher FM=DMIN2026.05 | 0.6361 | — | — | 0.1935 | |
| KD + LoopFMVM Architecture=DMR, Teacher FM=DMIN2026.05 | 0.6356 | — | — | 0.1934 | |
| KD + LoopFMVM Architecture=DIEN, Teacher FM=DMIN2026.05 | 0.6354 | — | — | 0.1934 | |
| HSTU2026.04 | 0.6352 | 0.5609 | 0.9736 | — | |
| InterFormer2026.04 | 0.6352 | 0.5645 | 0.9782 | — | |
| KD + LoopFMVM Architecture=DMIN, Teacher FM=DMIN2026.05 | 0.6346 | — | — | 0.1935 | |
| KD + LoopFMVM Architecture=DeepFM, Teacher FM=DMIN2026.05 | 0.6344 | — | — | 0.194 | |
| LoopFM-onlyVM Architecture=DIEN, Teacher FM=DMIN2026.05 | 0.6335 | — | — | 0.1951 | |
| LoopFM-onlyVM Architecture=DMIN, Teacher FM=DMIN2026.05 | 0.6319 | — | — | 0.195 | |
| HiFormer2026.04 | 0.6273 | 0.5608 | 0.9894 | — | |
| LoopFM-onlyVM Architecture=DeepFM, Teacher FM=DMIN2026.05 | 0.6245 | — | — | 0.1955 | |
| KD + LoopFMVM Architecture=FM, Teacher FM=DMIN2026.05 | 0.6205 | — | — | 0.195 | |
| LoopFM-onlyVM Architecture=FM, Teacher FM=DMIN2026.05 | 0.6203 | — | — | 0.1953 | |
| KD + LoopFMVM Architecture=FmFM, Teacher FM=DMIN2026.05 | 0.6106 | — | — | 0.1967 | |
| LoopFM-onlyVM Architecture=FmFM, Teacher FM=DMIN2026.05 | 0.6066 | — | — | 0.202 | |
| KDVM Architecture=DMR, Teacher FM=DMIN2026.05 | 0.6002 | — | — | 0.1962 | |
| KDVM Architecture=DMIN, Teacher FM=DMIN2026.05 | 0.6002 | — | — | 0.1961 | |
| KDVM Architecture=DeepFM, Teacher FM=DMIN2026.05 | 0.598 | — | — | 0.1964 | |
| w/o distillVM Architecture=DMR, Teacher FM=DMIN2026.05 | 0.5967 | — | — | 0.1966 | |
| KDVM Architecture=DIEN, Teacher FM=DMIN2026.05 | 0.5958 | — | — | 0.1966 | |
| w/o distillVM Architecture=DIEN, Teacher FM=DMIN2026.05 | 0.5945 | — | — | 0.1963 | |
| w/o distillVM Architecture=DMIN, Teacher FM=DMIN2026.05 | 0.5932 | — | — | 0.1966 | |
| w/o distillVM Architecture=DeepFM, Teacher FM=DMIN2026.05 | 0.5886 | — | — | 0.1979 | |
| KDVM Architecture=FmFM, Teacher FM=DMIN2026.05 | 0.5885 | — | — | 0.199 | |
| KDVM Architecture=FM, Teacher FM=DMIN2026.05 | 0.5855 | — | — | 0.1979 | |
| w/o distillVM Architecture=FmFM, Teacher FM=DMIN2026.05 | 0.5833 | — | — | 0.1977 | |
| w/o distillVM Architecture=FM, Teacher FM=DMIN2026.05 | 0.579 | — | — | 0.1979 |