Graph Recommendation on MovieLens 100K
8.86Recall@10LightGCN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LightGCNData Augmentation=VoteGCL2025.07 | 8.86 | 4.94 | 6.17 | |
| XSimGCLData Augmentation=None2025.07 | 8.52 | 3.98 | 5.83 | |
| XSimGCLData Augmentation=VoteGCL2025.07 | 8.52 | 4.11 | 18.52 | |
| SGLData Augmentation=None2025.07 | 8.18 | 4.07 | 2.27 | |
| LightGCNData Augmentation=None2025.07 | 7.66 | 3.34 | 0.97 | |
| MF-BPRData Augmentation=None2025.07 | 7.5 | 3.35 | 0.42 | |
| NGCFData Augmentation=VoteGCL2025.07 | 6.91 | 3.72 | 1.66 | |
| GraphAugData Augmentation=None2025.07 | 6.89 | 3.34 | 0.16 | |
| NGCFData Augmentation=None2025.07 | 6.81 | 3.08 | 0.19 | |
| GraphDAData Augmentation=None2025.07 | 5.28 | 2.51 | 4.63 |