CTR Prediction on KuaiVideo BARS-tuned (test)
72.8AUCKD + LoopFM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KD + LoopFMArchitecture=DMR, Aggregation=mean2026.05 | 72.8 | 0.4527 | |
| LoopFM-onlyArchitecture=DMR, Aggregation=mean2026.05 | 72.71 | 0.4516 | |
| KD + LoopFMArchitecture=DMR, Aggregation=dmin2026.05 | 72.67 | 0.4512 | |
| KD + LoopFMArchitecture=DMIN, Aggregation=mean2026.05 | 72.65 | 0.4527 | |
| DMRArchitecture=DMR, Strategy=KD2026.05 | 72.61 | 0.4528 | |
| LoopFM-onlyArchitecture=DMIN, Aggregation=mean2026.05 | 72.61 | 0.4553 | |
| KD + LoopFMArchitecture=DMIN, Aggregation=dmin2026.05 | 72.57 | 0.4612 | |
| KD + LoopFMArchitecture=DIEN, Aggregation=dmin2026.05 | 72.52 | 0.455 | |
| LoopFM-onlyArchitecture=DMR, Aggregation=dmin2026.05 | 72.44 | 0.4617 | |
| LoopFM-onlyArchitecture=DMIN, Aggregation=dmin2026.05 | 72.44 | 0.46 | |
| DMINArchitecture=DMIN, Strategy=KD2026.05 | 72.33 | 0.4611 | |
| DIENArchitecture=DIEN, Strategy=KD2026.05 | 72.23 | 0.4568 | |
| KD + LoopFMArchitecture=DIEN, Aggregation=mean2026.05 | 72.17 | 0.4531 | |
| LoopFM-onlyArchitecture=DIEN, Aggregation=dmin2026.05 | 72.12 | 0.4542 | |
| DMINArchitecture=DMIN, Strategy=w/o distill2026.05 | 71.76 | 0.4724 | |
| LoopFM-onlyArchitecture=DIEN, Aggregation=mean2026.05 | 71.58 | 0.4565 | |
| DMRArchitecture=DMR, Strategy=w/o distill2026.05 | 71.58 | 0.4763 | |
| DIENArchitecture=DIEN, Strategy=w/o distill2026.05 | 71.15 | 0.4767 | |
| DeepFMArchitecture=DeepFM, Strategy=KD2026.05 | 69.98 | 0.5125 | |
| KD + LoopFMArchitecture=DeepFM, Aggregation=mean2026.05 | 69.65 | 0.5204 | |
| LoopFM-onlyArchitecture=DeepFM, Aggregation=mean2026.05 | 69.19 | 0.5558 | |
| LoopFM-onlyArchitecture=DeepFM, Aggregation=dmin2026.05 | 68.98 | 0.5137 | |
| DeepFMArchitecture=DeepFM, Strategy=w/o distill2026.05 | 68.77 | 0.5419 | |
| KD + LoopFMArchitecture=DeepFM, Aggregation=dmin2026.05 | 68.47 | 0.5334 |