Recommendation on Yelp (Recall and NDCG @5, 20)
0.0525Recall@5TAGCF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TAGCFBackbone=SimGCL2026.02 | 0.0525 | 0.1409 | 0.06 | 0.089 | |
| TAGCFBackbone=SGL2026.02 | 0.0506 | 0.1368 | 0.0585 | 0.0871 | |
| RLMRec-ConBackbone=SimGCL2026.02 | 0.0486 | 0.1329 | 0.0566 | 0.0842 | |
| KARBackbone=SimGCL2026.02 | 0.0482 | 0.1285 | 0.0557 | 0.0815 | |
| RLMRec-GenBackbone=SGL2026.02 | 0.0479 | 0.1288 | 0.0553 | 0.0819 | |
| SimGCLAug Method=-2026.02 | 0.0477 | 0.1287 | 0.0552 | 0.0818 | |
| AutoCFAug Method=-2026.02 | 0.0476 | 0.1306 | 0.0548 | 0.0821 | |
| RLMRec-ConBackbone=SGL2026.02 | 0.0475 | 0.1307 | 0.0554 | 0.0827 | |
| RLMRec-GenBackbone=SimGCL2026.02 | 0.0467 | 0.1303 | 0.0553 | 0.0826 | |
| TAGCFBackbone=LightGCN2026.02 | 0.0463 | 0.1299 | 0.0539 | 0.0817 | |
| AlphaRecAug Method=-2026.02 | 0.046 | 0.1289 | 0.0522 | 0.078 | |
| KARBackbone=SGL2026.02 | 0.0457 | 0.1255 | 0.0527 | 0.0794 | |
| RLMRec-ConBackbone=LightGCN2026.02 | 0.0453 | 0.1267 | 0.0532 | 0.0798 | |
| SGLAug Method=-2026.02 | 0.0446 | 0.1241 | 0.0518 | 0.0787 | |
| KARBackbone=LightGCN2026.02 | 0.0443 | 0.1223 | 0.0519 | 0.0774 | |
| LightGCNAug Method=-2026.02 | 0.0436 | 0.12 | 0.0507 | 0.076 | |
| RLMRec-GenBackbone=LightGCN2026.02 | 0.0416 | 0.1175 | 0.049 | 0.0743 |