Recommendation on Ali-Display (test)
0.6016NDCG@20HetSGFormer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HetSGFormerMethod Category=Our Proposed, Incremental Adaptation (ILLE)=false2025.12 | 0.6016 | 0.8013 | 0.7492 | 0.5673 | |
| GFormerMethod Category=Graph Transformers2025.12 | 0.5781 | 0.7499 | 0.705 | 0.5389 | |
| HetSGFormer + ILLEMethod Category=Our Proposed, Incremental Adaptation (ILLE)=true2025.12 | 0.5614 | 0.7418 | 0.6737 | 0.5155 | |
| HERecMethod Category=Heterograph Methods2025.12 | 0.5408 | 0.7541 | 0.7053 | 0.5165 | |
| HGTMethod Category=Heterograph Methods2025.12 | 0.5112 | 0.7425 | 0.6939 | 0.543 | |
| LightGCNMethod Category=Traditional GCNs2025.12 | 0.4983 | 0.7421 | 0.6982 | 0.5108 | |
| DiFFormerMethod Category=Graph Transformers2025.12 | 0.4897 | 0.6296 | 0.5783 | 0.3964 | |
| PinSAGEMethod Category=Traditional GCNs2025.12 | 0.4832 | 0.7814 | 0.7356 | 0.4907 | |
| TopKGATMethod Category=Our Method2026.01 | 0.0689 | 0.1266 | — | — | |
| ReducedGCNMethod Category=Non-attention Methods2026.01 | 0.0654 | 0.1216 | — | — | |
| RankformerMethod Category=Attention-based Methods2026.01 | 0.0652 | 0.1208 | — | — | |
| MGFormerMethod Category=Attention-based Methods2026.01 | 0.0649 | 0.1083 | — | — | |
| LightGCNMethod Category=Non-attention Methods2026.01 | 0.064 | 0.1201 | — | — | |
| NGAT4RecMethod Category=Attention-based Methods2026.01 | 0.0631 | 0.1188 | — | — | |
| MFMethod Category=Non-attention Methods2026.01 | 0.0606 | 0.1114 | — | — | |
| LightGCN++Method Category=Non-attention Methods2026.01 | 0.0571 | 0.1058 | — | — | |
| GATMethod Category=Attention-based Methods2026.01 | 0.0472 | 0.0881 | — | — |