Top-K Recommendation on Pinterest (test)
16.77Recall@20 (All)CAGED
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CAGEDBackbone=LightGCN, K=202025.10 | 16.77 | 3.07 | 17.9 | 2.93 | 8.57 | 19.86 | 6.09 | 20.12 | 26.04 | -1.99 | 19.35 | -0.1 | |
| APDABackbone=LightGCN, K=202025.10 | 16.57 | 1.84 | 17.72 | 1.9 | 7.42 | 3.78 | 5.26 | 3.75 | 26.79 | 0.83 | 19.57 | 1.03 | |
| IPSBackbone=LightGCN, K=202025.10 | 16.54 | 1.66 | 17.64 | 1.44 | 8.43 | 17.9 | 6.06 | 19.53 | 24.74 | -6.89 | 18.56 | -4.18 | |
| AdvDropBackbone=LightGCN, K=202025.10 | 16.49 | 1.35 | 17.5 | 0.63 | 7.29 | 1.96 | 5.14 | 1.38 | 26.6 | 0.11 | 19.41 | 0.33 | |
| AdjNormBackbone=LightGCN, K=202025.10 | 16.28 | 0.06 | 17.42 | 0.17 | 7.39 | 3.36 | 5.25 | 3.55 | 26.26 | -1.17 | 19.23 | -0.72 | |
| LightGCNBackbone=LightGCN, K=202025.10 | 16.27 | — | 17.39 | — | 7.15 | — | 5.07 | — | 26.57 | — | 19.37 | — | |
| RegBackbone=LightGCN, K=202025.10 | 16.26 | -0.06 | 17.42 | 0.17 | 7.12 | -0.42 | 5.03 | -0.79 | 26.64 | 0.26 | 19.48 | 0.57 | |
| GALOREBackbone=LightGCN, K=202025.10 | 16.25 | -0.12 | 17.45 | 0.35 | 7.32 | 2.38 | 5.41 | 6.71 | 26.33 | -0.9 | 19.27 | -0.52 | |
| MACRBackbone=LightGCN, K=202025.10 | 16.2 | -0.43 | 17.33 | -0.35 | 7.24 | 1.26 | 5.13 | 1.18 | 26.27 | -1.13 | 19.21 | -0.83 |