Recommendation on Amazon-Movie IID (test)
13.36Recall@20DSL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DSLBackbone=MF2026.02 | 13.36 | 9.54 | |
| DSLBackbone=LightGCN2026.02 | 13.28 | 9.51 | |
| PSL-reluBackbone=XSimGCL, Loss=PSL-relu2024.10 | 13.13 | 9.35 | |
| PSL-tanhBackbone=XSimGCL, Loss=PSL-tanh2024.10 | 13.08 | 9.26 | |
| BSLBackbone=LightGCN, Loss=BSL2024.10 | 13.06 | 9.43 | |
| PSL-reluBackbone=LightGCN, Loss=PSL-relu2024.10 | 13.06 | 9.53 | |
| SLBackbone=LightGCN, Loss=SL2024.10 | 13.04 | 9.41 | |
| PSL-tanhBackbone=LightGCN, Loss=PSL-tanh2024.10 | 13 | 9.47 | |
| PSL-atanBackbone=LightGCN, Loss=PSL-atan2024.10 | 13 | 9.48 | |
| PSL-reluBackbone=MF, Loss=PSL-relu2024.10 | 12.99 | 9.45 | |
| PSL-tanhBackbone=MF, Loss=PSL-tanh2024.10 | 12.97 | 9.41 | |
| PSL-atanBackbone=MF, Loss=PSL-atan2024.10 | 12.96 | 9.41 | |
| PSLBackbone=MF2026.02 | 12.96 | 9.35 | |
| SLBackbone=LightGCN2026.02 | 12.95 | 9.3 | |
| AdvInfoNCEBackbone=MF, Loss=AdvInfoNCE2024.10 | 12.93 | 9.34 | |
| AdvInfoNCEBackbone=LightGCN, Loss=AdvInfoNCE2024.10 | 12.92 | 9.36 | |
| PSLBackbone=LightGCN2026.02 | 12.9 | 9.4 | |
| BSLBackbone=MF, Loss=BSL2024.10 | 12.88 | 9.31 | |
| SLBackbone=MF, Loss=SL2024.10 | 12.86 | 9.29 | |
| SLBackbone=MF2026.02 | 12.85 | 9.24 | |
| LLPAUCBackbone=LightGCN, Loss=LLPAUC2024.10 | 12.72 | 8.86 | |
| LLPAUCBackbone=MF, Loss=LLPAUC2024.10 | 12.71 | 8.83 | |
| BSLBackbone=XSimGCL, Loss=BSL2024.10 | 12.67 | 9.18 | |
| LLPAUCBackbone=MF2026.02 | 12.64 | 8.8 | |
| LLPAUCBackbone=LightGCN2026.02 | 12.63 | 8.79 | |
| SLBackbone=XSimGCL, Loss=SL2024.10 | 12.55 | 9.05 | |
| PSL-atanBackbone=XSimGCL, Loss=PSL-atan2024.10 | 12.53 | 9.17 | |
| AdvInfoNCEBackbone=XSimGCL, Loss=AdvInfoNCE2024.10 | 12.52 | 9.06 | |
| BPRBackbone=XSimGCL, Loss=BPR2024.10 | 12.36 | 8.57 | |
| LLPAUCBackbone=XSimGCL, Loss=LLPAUC2024.10 | 11.84 | 8.28 | |
| SL@KBackbone=MF2026.02 | 11.55 | 8.32 | |
| SL@KBackbone=LightGCN2026.02 | 10.69 | 8.12 | |
| BSLBackbone=LightGCN2026.02 | 10.23 | 7.58 | |
| BPRBackbone=LightGCN, Loss=BPR2024.10 | 10.06 | 6.81 | |
| BSLBackbone=MF2026.02 | 10.04 | 7.42 | |
| AdvInfoNCEBackbone=LightGCN2026.02 | 9.98 | 7.38 | |
| AdvInfoNCEBackbone=MF2026.02 | 9.94 | 7.21 | |
| BPRBackbone=MF, Loss=BPR2024.10 | 9.16 | 6.08 | |
| GuidedRecBackbone=MF2026.02 | 6.12 | 4.05 | |
| GuidedRecBackbone=LightGCN2026.02 | 5.94 | 3.92 | |
| BPRBackbone=LightGCN2026.02 | 4.88 | 3.14 | |
| BPRBackbone=MF2026.02 | 4.28 | 2.72 |