Recommendation on Amazon-CD (test)
82.21Hit Rate @ 10PinSAGE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PinSAGEMethod Category=Traditional GCNs2025.12 | 82.21 | 0.6324 | 89.17 | 0.6251 | |
| HetSGFormerMethod Category=Our Proposed, Incremental Adaptation (ILLE)=false2025.12 | 81.56 | 0.6387 | 89.23 | 0.6489 | |
| HGTMethod Category=Heterograph Methods2025.12 | 79.55 | 0.6365 | 86.04 | 0.6304 | |
| HERecMethod Category=Heterograph Methods2025.12 | 78.33 | 0.621 | 83.81 | 0.6357 | |
| HetSGFormer + ILLEMethod Category=Our Proposed, Incremental Adaptation (ILLE)=true2025.12 | 73.75 | 0.5728 | 80.31 | 0.596 | |
| GFormerMethod Category=Graph Transformers2025.12 | 73.21 | 0.5597 | 79.65 | 0.5702 | |
| LightGCNMethod Category=Traditional GCNs2025.12 | 71.68 | 0.5522 | 78.76 | 0.5487 | |
| DiFFormerMethod Category=Graph Transformers2025.12 | 60.44 | 0.5419 | 64.99 | 0.5396 |