CTR prediction on MovieLens 20M
84.5AUCFAT-XL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FAT-XLType=Ours, #Params=1.5B2025.11 | 84.5 | 4.38 | |
| FAT-LargeType=Ours, #Params=0.54B2025.11 | 83.84 | 3.72 | |
| RankMixerType=Scaling-Oriented, #Params=0.51B2025.11 | 81.62 | 1.5 | |
| HSTUType=Scaling-Oriented, #Params=0.54B2025.11 | 81.22 | 1.1 | |
| WukongType=Scaling-Oriented, #Params=0.54B2025.11 | 81.02 | 0.9 | |
| FAT-SmallType=Ours, #Params=52M2025.11 | 80.94 | 0.82 | |
| HiFormerType=Scaling-Oriented, #Params=0.58B2025.11 | 80.82 | 0.7 | |
| DCNv2Type=Traditional, #Params=47M2025.11 | 80.53 | 0.41 | |
| AutoIntType=Traditional, #Params=57M2025.11 | 80.48 | 0.36 | |
| DeepFMType=Traditional, #Params=45M2025.11 | 80.22 | 0.1 | |
| DeepCTR-LargeType=Traditional, #Params=0.48B2025.11 | 80.16 | 0.04 | |
| DeepCTRType=Baseline, #Params=40M2025.11 | 80.12 | — | |
| FFMType=Traditional, #Params=25M2025.11 | 79.85 | -0.27 |