Recommendation on Amazon-Book IID (test)
0.1575Recall@20PSL-tanh
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PSL-tanhBackbone=LightGCN, Loss=PSL-tanh2024.10 | 0.1575 | 0.1233 | |
| PSL-atanBackbone=LightGCN, Loss=PSL-atan2024.10 | 0.1575 | 0.1233 | |
| PSL-reluBackbone=LightGCN, Loss=PSL-relu2024.10 | 0.1575 | 0.1233 | |
| PSL-reluBackbone=XSimGCL, Loss=PSL-relu2024.10 | 0.1571 | 0.1228 | |
| PSL-reluBackbone=MF, Loss=PSL-relu2024.10 | 0.1569 | 0.1227 | |
| AdvInfoNCEBackbone=LightGCN, Loss=AdvInfoNCE2024.10 | 0.1568 | 0.1177 | |
| BSLBackbone=LightGCN, Loss=BSL2024.10 | 0.1568 | 0.122 | |
| AdvInfoNCEBackbone=XSimGCL, Loss=AdvInfoNCE2024.10 | 0.1568 | 0.1179 | |
| PSL-tanhBackbone=MF, Loss=PSL-tanh2024.10 | 0.1567 | 0.1225 | |
| PSL-atanBackbone=MF, Loss=PSL-atan2024.10 | 0.1567 | 0.1226 | |
| SLBackbone=LightGCN, Loss=SL2024.10 | 0.1567 | 0.122 | |
| PSL-tanhBackbone=XSimGCL, Loss=PSL-tanh2024.10 | 0.1567 | 0.1225 | |
| PSL-atanBackbone=XSimGCL, Loss=PSL-atan2024.10 | 0.1565 | 0.1225 | |
| BSLBackbone=MF, Loss=BSL2024.10 | 0.1563 | 0.1212 | |
| SLBackbone=MF, Loss=SL2024.10 | 0.1559 | 0.121 | |
| AdvInfoNCEBackbone=MF, Loss=AdvInfoNCE2024.10 | 0.1557 | 0.1172 | |
| BSLBackbone=XSimGCL, Loss=BSL2024.10 | 0.155 | 0.1207 | |
| SLBackbone=XSimGCL, Loss=SL2024.10 | 0.1549 | 0.1207 | |
| LLPAUCBackbone=XSimGCL, Loss=LLPAUC2024.10 | 0.1363 | 0.1008 | |
| BPRBackbone=XSimGCL, Loss=BPR2024.10 | 0.1269 | 0.0905 | |
| LLPAUCBackbone=MF, Loss=LLPAUC2024.10 | 0.115 | 0.0811 | |
| LLPAUCBackbone=LightGCN, Loss=LLPAUC2024.10 | 0.1147 | 0.081 | |
| BPRBackbone=LightGCN, Loss=BPR2024.10 | 0.0984 | 0.0678 | |
| Turbo-CF2024.04 | 0.073 | 0.0611 | |
| Turbo-CF-1Filter=linear LPF2024.04 | 0.073 | — | |
| GF-CF2024.04 | 0.071 | 0.0584 | |
| BPRBackbone=MF, Loss=BPR2024.10 | 0.0665 | 0.0453 | |
| LightGCN2024.04 | 0.0411 | 0.0315 | |
| Multi-VAE2024.04 | 0.0407 | 0.0315 | |
| LR-GCCF2024.04 | 0.0375 | 0.0296 | |
| NGCF2024.04 | 0.0344 | 0.0263 | |
| NeuMF2024.04 | 0.0258 | 0.02 | |
| MF-BPR2024.04 | 0.025 | 0.019 |