CTR Prediction on MovieLens 1M (AUC, Logloss)
0.8456AUCAutoInt
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AutoIntModel Class=High-order, Averaged over=10 runs2018.10 | 0.8456 | 0.3797 | |
| DeepCrossingModel Class=High-order, Averaged over=10 runs2018.10 | 0.8448 | 0.3814 | |
| NFMModel Class=High-order, Averaged over=10 runs2018.10 | 0.8357 | 0.3883 | |
| HOFMModel Class=High-order, Averaged over=10 runs2018.10 | 0.8304 | 0.4013 | |
| CINModel Class=High-order, Averaged over=10 runs2018.10 | 0.8286 | 0.4108 | |
| FMModel Class=Second-order, Averaged over=10 runs2018.10 | 0.8252 | 0.3998 | |
| AFMModel Class=Second-order, Averaged over=10 runs2018.10 | 0.8227 | 0.4048 | |
| CrossNetModel Class=High-order, Averaged over=10 runs2018.10 | 0.7968 | 0.4266 | |
| DeepFM+SAIDBackbone=DeepFM, semantic_encoder=all-MiniLM-L6-v22026.02 | 0.7952 | 0.5187 | |
| DeepFM+T-CEdenoising_method=truncated cross-entropy loss2026.02 | 0.7891 | 0.5298 | |
| LightGCNactivation=sigmoid2026.02 | 0.7867 | 0.5321 | |
| DeepFM+DNSsampling_method=dynamic negative sampling2026.02 | 0.7856 | 0.5356 | |
| DeepFM2026.02 | 0.7823 | 0.5412 | |
| LRModel Class=First-order, Averaged over=10 runs2018.10 | 0.7716 | 0.4424 |