Recommendation on Epinions (test)
12.57Recall@20CAGED
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CAGEDBackbone=LightGCN, K=202025.10 | 12.57 | 0.1674 | — | — | — | — | — | — | — | — | — | 1.45 | 1.09 | 2.88 | 19.5 | 0.0226 | 20.86 | 19.16 | 1.75 | 0.174 | 1.28 | |
| IPSBackbone=LightGCN, K=202025.10 | 12.53 | 0.1664 | — | — | — | — | — | — | — | — | — | 1.13 | 0.48 | 2.53 | 4.98 | 0.0195 | 4.28 | 19.14 | 1.65 | 0.1746 | 1.63 | |
| AdjNormBackbone=LightGCN, K=202025.10 | 12.5 | 0.166 | — | — | — | — | — | — | — | — | — | 0.89 | 0.24 | 2.48 | 2.9 | 0.0203 | 8.56 | 18.86 | 0.16 | 0.1709 | -0.52 | |
| GALOREBackbone=LightGCN, K=202025.10 | 12.47 | 0.1666 | — | — | — | — | — | — | — | — | — | 0.65 | 0.6 | 2.53 | 4.98 | 0.0197 | 5.35 | 18.68 | -0.8 | 0.1714 | -0.23 | |
| APDABackbone=LightGCN, K=202025.10 | 12.45 | 0.1661 | — | — | — | — | — | — | — | — | — | 0.48 | 0.3 | 2.6 | 7.88 | 0.0199 | 6.42 | 19.33 | 2.66 | 0.1743 | 1.46 | |
| AdvDropBackbone=LightGCN, K=202025.10 | 12.42 | 0.1662 | — | — | — | — | — | — | — | — | — | 0.24 | 0.36 | 2.49 | 3.32 | 0.0191 | 2.14 | 18.71 | -0.64 | 0.1702 | -0.93 | |
| LightGCNBackbone=LightGCN, K=202025.10 | 12.39 | 0.1656 | — | — | — | — | — | — | — | — | — | — | — | 2.41 | — | 0.0187 | — | 18.83 | — | 0.1718 | — | |
| RegBackbone=LightGCN, K=202025.10 | 12.34 | 0.1655 | — | — | — | — | — | — | — | — | — | -0.4 | -0.06 | 2.44 | 1.24 | 0.0185 | -1.07 | 18.66 | -0.9 | 0.1722 | 0.23 | |
| MACRBackbone=LightGCN, K=202025.10 | 12.3 | 0.1641 | — | — | — | — | — | — | — | — | — | -0.73 | -0.91 | 2.4 | -0.41 | 0.0189 | 1.07 | 18.74 | -0.48 | 0.1711 | -0.41 | |
| PSP-NSBackbone=MF2026.02 | 11.46 | — | — | — | — | — | — | — | 3.9 | 13.89 | 3.11 | — | — | — | — | — | — | — | — | — | — | |
| TopKGATMethod Category=Our Method2026.01 | 9.62 | 0.0592 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AHNSBackbone=MF2026.02 | 9.58 | — | — | — | — | — | — | — | 2.84 | 12.21 | 2.43 | — | — | — | — | — | — | — | — | — | — | |
| DNS(M,N)Backbone=MF2026.02 | 9.45 | — | — | — | — | — | — | — | 2.75 | 11.84 | 2.31 | — | — | — | — | — | — | — | — | — | — | |
| ReducedGCNMethod Category=Non-attention Methods2026.01 | 9.22 | 0.055 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RNSBackbone=MF2026.02 | 9.18 | — | — | — | — | — | — | — | 2.65 | 11.77 | 2.29 | — | — | — | — | — | — | — | — | — | — | |
| LightGCN++Method Category=Non-attention Methods2026.01 | 9.15 | 0.0566 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RankformerMethod Category=Attention-based Methods2026.01 | 8.95 | 0.0554 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NGAT4RecMethod Category=Attention-based Methods2026.01 | 8.88 | 0.054 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LightGCNMethod Category=Non-attention Methods2026.01 | 8.81 | 0.053 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCFBackbone=MF2026.02 | 8.8 | — | — | — | — | — | — | — | 2.51 | 11.38 | 2.19 | — | — | — | — | — | — | — | — | — | — | |
| DeCABackbone=MF2026.02 | 8.79 | — | — | — | — | — | — | — | 2.58 | 11.18 | 2.21 | — | — | — | — | — | — | — | — | — | — | |
| MGFormerMethod Category=Attention-based Methods2026.01 | 8.54 | 0.0542 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MFMethod Category=Non-attention Methods2026.01 | 8.53 | 0.0518 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DNSBackbone=MF2026.02 | 8.47 | — | — | — | — | — | — | — | 2.47 | 10.55 | 2.09 | — | — | — | — | — | — | — | — | — | — | |
| R-CEBackbone=MF2026.02 | 8.46 | — | — | — | — | — | — | — | 2.45 | 11.07 | 2.14 | — | — | — | — | — | — | — | — | — | — | |
| PLDBackbone=MF2026.02 | 8.44 | — | — | — | — | — | — | — | 2.56 | 10.61 | 2.18 | — | — | — | — | — | — | — | — | — | — | |
| T-CEBackbone=MF2026.02 | 8.24 | — | — | — | — | — | — | — | 2.35 | 10.51 | 2.01 | — | — | — | — | — | — | — | — | — | — | |
| GATMethod Category=Attention-based Methods2026.01 | 7.27 | 0.0427 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PULSEBatch Size=4096, Learning Rate=0.0012026.01 | 7.27 | 0.0421 | 4.78 | 10.61 | 0.0347 | 0.051 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GBSRBatch Size=4096, Learning Rate=0.0012026.01 | 6.71 | 0.0388 | 4.46 | 10.01 | 0.032 | 0.0476 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimGCLBatch Size=4096, Learning Rate=0.0012026.01 | 6.53 | 0.0366 | 4.14 | 9.62 | 0.0294 | 0.0449 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MHCNBatch Size=4096, Learning Rate=0.0012026.01 | 6.49 | 0.0373 | 4.2 | 9.78 | 0.0304 | 0.0461 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SGLBatch Size=4096, Learning Rate=0.0012026.01 | 6.4 | 0.0362 | 4.12 | 9.33 | 0.0293 | 0.0441 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MixSGCLBatch Size=4096, Learning Rate=0.0012026.01 | 6.4 | 0.0369 | 4.19 | 9.13 | 0.0303 | 0.0443 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LightGCLBatch Size=4096, Learning Rate=0.0012026.01 | 6.34 | 0.0369 | 4.2 | 9.45 | 0.0305 | 0.0452 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SGILBatch Size=4096, Learning Rate=0.0012026.01 | 6.33 | 0.0355 | 4.08 | 9.39 | 0.0288 | 0.0438 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LightGCNBatch Size=4096, Learning Rate=0.0012026.01 | 6.19 | 0.0352 | 4.03 | 9.38 | 0.0288 | 0.0437 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSLBatch Size=4096, Learning Rate=0.001, modified_settings=true2026.01 | 6.06 | 0.0343 | 3.92 | 9 | 0.0279 | 0.0421 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GformerBatch Size=4096, Learning Rate=0.0012026.01 | 6.04 | 0.0343 | 3.86 | 8.9 | 0.0277 | 0.042 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AutoCFBatch Size=4096, Learning Rate=0.0012026.01 | 6.01 | 0.0337 | 3.86 | 8.95 | 0.0272 | 0.0416 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RecDiffBatch Size=4096, Learning Rate=0.001, modified_settings=true2026.01 | 5.07 | 0.0279 | 3.15 | 8 | 0.022 | 0.0358 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GDMSRBatch Size=4096, Learning Rate=0.001, modified_settings=true2026.01 | 4.99 | 0.0275 | 3.08 | 7.68 | 0.0218 | 0.0345 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiFFormerMethod Category=Graph Transformers2025.12 | — | 0.5273 | — | — | 0.4002 | — | 0.6892 | 0.6313 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GFormerMethod Category=Graph Transformers2025.12 | — | 0.5788 | — | — | 0.5907 | — | 0.8045 | 0.8522 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HERecMethod Category=Heterograph Methods2025.12 | — | 0.6037 | — | — | 0.6214 | — | 0.7459 | 0.7541 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HetSGFormerMethod Category=Our Proposed, Incremental Adaptation (ILLE)=false2025.12 | — | 0.6256 | — | — | 0.6682 | — | 0.8072 | 0.8493 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HetSGFormer + ILLEMethod Category=Our Proposed, Incremental Adaptation (ILLE)=true2025.12 | — | 0.5991 | — | — | 0.6203 | — | 0.7329 | 0.7736 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HGTMethod Category=Heterograph Methods2025.12 | — | 0.6194 | — | — | 0.6539 | — | 0.7701 | 0.8116 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LightGCNMethod Category=Traditional GCNs2025.12 | — | 0.5824 | — | — | 0.6143 | — | 0.7205 | 0.7658 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PinSAGEMethod Category=Traditional GCNs2025.12 | — | 0.5174 | — | — | 0.5381 | — | 0.8056 | 0.8265 | — | — | — | — | — | — | — | — | — | — | — | — | — |