Click-through rate prediction on Amazon-Book (AUC, Logloss)
0.7312AUCDeepFM+SAID
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DeepFM+SAIDBackbone=DeepFM, semantic_encoder=all-MiniLM-L6-v22026.02 | 0.7312 | 0.5598 | |
| DeepFM+T-CEdenoising_method=truncated cross-entropy loss2026.02 | 0.7234 | 0.5712 | |
| LightGCNactivation=sigmoid2026.02 | 0.7212 | 0.5734 | |
| DeepFM+DNSsampling_method=dynamic negative sampling2026.02 | 0.7198 | 0.5789 | |
| DeepFM2026.02 | 0.7156 | 0.5823 |