CTR prediction on KuaiVideo
0.6942GAUCOracle
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Oracle2026.04 | 0.6942 | 0.7588 | — | 0.8591 | |
| TWIN + LAINBackbone=TWIN, LAIN enhancement=true2026.01 | 0.6748 | 0.6976 | 0.4508 | — | |
| DIN + LAINBackbone=DIN, LAIN enhancement=true2026.01 | 0.6742 | 0.7043 | 0.4457 | — | |
| SDIM + LAINBackbone=SDIM, LAIN enhancement=true2026.01 | 0.6732 | 0.6949 | 0.4525 | — | |
| SDIMBackbone=SDIM, LAIN enhancement=false2026.01 | 0.6729 | 0.6924 | 0.4536 | — | |
| TWINBackbone=TWIN, LAIN enhancement=false2026.01 | 0.6729 | 0.6918 | 0.453 | — | |
| DINBackbone=DIN, LAIN enhancement=false2026.01 | 0.6716 | 0.6979 | 0.4498 | — | |
| DIEN + LAINBackbone=DIEN, LAIN enhancement=true2026.01 | 0.6688 | 0.6991 | 0.4476 | — | |
| DIENBackbone=DIEN, LAIN enhancement=false2026.01 | 0.6678 | 0.6977 | 0.4509 | — | |
| SIM + LAINBackbone=SIM, LAIN enhancement=true2026.01 | 0.6678 | 0.6896 | 0.4566 | — | |
| SIMBackbone=SIM, LAIN enhancement=false2026.01 | 0.6672 | 0.6875 | 0.4574 | — | |
| LoopCTRInference loops (i)=1, Training loops (L)=32026.04 | 0.664 | 0.745 | — | 0.8774 | |
| LoopCTRInference loops (i)=2, Training loops (L)=32026.04 | 0.6639 | 0.7449 | — | 0.8774 | |
| LoopCTRInference loops (i)=3, Training loops (L)=32026.04 | 0.6638 | 0.7448 | — | 0.8774 | |
| LoopCTRInference loops (i)=0, Training loops (L)=32026.04 | 0.6635 | 0.7448 | — | 0.8774 | |
| Wukong2026.04 | 0.6629 | 0.7426 | — | 0.8913 | |
| StackCTRLayers=32026.04 | 0.6624 | 0.7423 | — | 0.8843 | |
| DIN2026.04 | 0.6604 | 0.743 | — | 0.8811 | |
| OneTrans2026.04 | 0.6578 | 0.7417 | — | 0.8786 | |
| DCNv22026.04 | 0.6565 | 0.7418 | — | 0.8836 | |
| AutoInt2026.04 | 0.6512 | 0.7385 | — | 0.8819 | |
| DHEN2026.04 | 0.6504 | 0.7375 | — | 0.8886 | |
| HSTU2026.04 | 0.6482 | 0.7373 | — | 0.885 | |
| DLRM2026.04 | 0.6449 | 0.736 | — | 0.8858 | |
| HiFormer2026.04 | 0.644 | 0.7336 | — | 0.9003 | |
| MTGR2026.04 | 0.644 | 0.7349 | — | 0.8871 | |
| InterFormer2026.04 | 0.6257 | 0.7245 | — | 0.8989 |