Recommendation on Amazon-Office
3.8Recall@5TAGCF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TAGCFBackbone=SGL2026.02 | 3.8 | 9.93 | 3.69 | 6.09 | |
| RLMRec-GenBackbone=SGL2026.02 | 3.75 | 8.91 | 3.71 | 5.78 | |
| TAGCFBackbone=LightGCN2026.02 | 3.73 | 9.78 | 3.64 | 6.01 | |
| TAGCFBackbone=SimGCL2026.02 | 3.65 | 9.76 | 3.61 | 6 | |
| SGLAug Method=-2026.02 | 3.62 | 8.96 | 3.54 | 5.64 | |
| RLMRec-GenBackbone=LightGCN2026.02 | 3.54 | 8.74 | 3.41 | 5.47 | |
| SimGCLAug Method=-2026.02 | 3.54 | 8.73 | 3.47 | 5.52 | |
| KARBackbone=LightGCN2026.02 | 3.51 | 9 | 3.35 | 5.54 | |
| KARBackbone=SGL2026.02 | 3.5 | 8.6 | 3.55 | 5.57 | |
| RLMRec-GenBackbone=SimGCL2026.02 | 3.49 | 8.68 | 3.37 | 5.43 | |
| RLMRec-ConBackbone=SGL2026.02 | 3.47 | 8.41 | 3.46 | 5.4 | |
| KARBackbone=SimGCL2026.02 | 3.43 | 8.57 | 3.41 | 5.36 | |
| AlphaRecAug Method=-2026.02 | 3.41 | 8.97 | 3.32 | 5.51 | |
| LightGCNAug Method=-2026.02 | 3.36 | 8.89 | 3.2 | 5.38 | |
| RLMRec-ConBackbone=SimGCL2026.02 | 3.33 | 8.14 | 3.28 | 5.19 | |
| RLMRec-ConBackbone=LightGCN2026.02 | 3.12 | 8.01 | 3.01 | 4.94 | |
| AutoCFAug Method=-2026.02 | 2.99 | 7.54 | 2.88 | 4.7 |