Collaborative Filtering on Yelp
7.31Recall@20SaD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SaDModule=Total2026.01 | 7.31 | — | — | — | |
| SimGCLModule=Total2026.01 | 7.24 | — | — | — | |
| UltraGCNModule=Total2026.01 | 6.83 | — | — | — | |
| SGLModule=Total2026.01 | 6.69 | — | — | — | |
| LightGCNModule=Total2026.01 | 6.49 | — | — | — | |
| MixGCFAugmentation=ADAR2026.01 | 0.0931 | — | 0.0595 | 0.0386 | |
| AHNSAugmentation=ADAR2026.01 | 0.0919 | — | 0.0582 | 0.038 | |
| MixGCFAugmentation=None2026.01 | 0.0901 | — | 0.058 | 0.0372 | |
| AHNSAugmentation=None2026.01 | 0.0888 | — | 0.0553 | 0.036 | |
| LightGCNAugmentation=ADAR2026.01 | 0.0881 | — | 0.0555 | 0.0358 | |
| LightGCNAugmentation=None2026.01 | 0.0833 | — | 0.0527 | 0.0339 | |
| NGCFAugmentation=ADAR2026.01 | 0.0819 | — | 0.0506 | 0.0324 | |
| NGCFAugmentation=None2026.01 | 0.0692 | — | 0.0427 | 0.0273 |