Recommendation on Ml 1M (test)
21.2RecallICPNS
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ICPNSBackbone=LightGCN2026.02 | 21.2 | — | — | — | — | 50.4 | 30.4 | 22.4 | |
| ICPNSBackbone=NGCF2026.02 | 20.8 | — | — | — | — | 50.4 | 30.4 | 22.5 | |
| HNSBackbone=LightGCN2026.02 | 20.6 | — | — | — | — | 47.8 | 27.9 | 20.2 | |
| ICPNSBackbone=LightGCL2026.02 | 20.1 | — | — | — | — | 46.5 | 27.1 | 20.1 | |
| HNSBackbone=LightGCL2026.02 | 19.95 | — | — | — | — | 46 | 26.6 | 19.7 | |
| HNSBackbone=NGCF2026.02 | 19.2 | — | — | — | — | 45 | 26.1 | 19.2 | |
| ICPNSBackbone=NeuMF2026.02 | 18.8 | — | — | — | — | 44.3 | 25.4 | 18.6 | |
| HNSBackbone=NeuMF2026.02 | 18.3 | — | — | — | — | 43.4 | 24.5 | 17.9 | |
| RNSBackbone=LightGCN2026.02 | 18.3 | — | — | — | — | 42.9 | 24.9 | 18.6 | |
| PNSBackbone=LightGCN2026.02 | 18.2 | — | — | — | — | 43.1 | 24.8 | 18.4 | |
| PNSBackbone=LightGCL2026.02 | 18.1 | — | — | — | — | 44.1 | 25.2 | 18.5 | |
| HNSBackbone=BPR2026.02 | 17.6 | — | — | — | — | 41.8 | 23.9 | 17.8 | |
| ICPNSBackbone=BPR2026.02 | 17.6 | — | — | — | — | 41.5 | 23.8 | 17.8 | |
| PNSBackbone=NGCF2026.02 | 17.6 | — | — | — | — | 41.2 | 23.6 | 17.7 | |
| RNSBackbone=LightGCL2026.02 | 17.6 | — | — | — | — | 43.5 | 24.7 | 18.2 | |
| RNSBackbone=NGCF2026.02 | 17.5 | — | — | — | — | 42 | 23.9 | 17.8 | |
| PNSBackbone=BPR2026.02 | 17.4 | — | — | — | — | 41.6 | 23.7 | 17.7 | |
| RNSBackbone=BPR2026.02 | 17.2 | — | — | — | — | 41.6 | 23.8 | 17.9 | |
| ICPNSBackbone=DMF2026.02 | 16.5 | — | — | — | — | 40.8 | 22.8 | 16.9 | |
| PNSBackbone=DMF2026.02 | 16.4 | — | — | — | — | 39.5 | 22.4 | 16.8 | |
| RNSBackbone=NeuMF2026.02 | 16.1 | — | — | — | — | 38 | 21.7 | 16.6 | |
| PNSBackbone=NeuMF2026.02 | 16 | — | — | — | — | 37.7 | 21.4 | 16.4 | |
| RNSBackbone=DMF2026.02 | 16 | — | — | — | — | 39.9 | 22.3 | 16.6 | |
| HNSBackbone=DMF2026.02 | 16 | — | — | — | — | 39.4 | 21.8 | 16.3 | |
| AHNSBackbone=MF2026.02 | — | 23.42 | 11.27 | 29.53 | 9.86 | — | — | — | |
| AHNSBackbone=LightGCN2026.02 | — | 27.47 | 12.67 | 34.12 | — | — | — | — | |
| DCFBackbone=MF2026.02 | — | 23.9 | 11.17 | 30.75 | 9.92 | — | — | — | |
| DCFBackbone=LightGCN2026.02 | — | 24.2 | 12.27 | 31.2 | — | — | — | — | |
| DeCABackbone=MF2026.02 | — | 23.11 | 11.63 | 29.28 | 10.12 | — | — | — | |
| DeCABackbone=LightGCN2026.02 | — | 25.32 | 12.24 | 32.09 | — | — | — | — | |
| DNSBackbone=MF2026.02 | — | 20.58 | 9.46 | 26.09 | 8.26 | — | — | — | |
| DNSBackbone=LightGCN2026.02 | — | 26.16 | 11.67 | 32.36 | — | — | — | — | |
| DNS(M,N)Backbone=MF2026.02 | — | 22.97 | 10.86 | 29.15 | 9.48 | — | — | — | |
| DNS(M,N)Backbone=LightGCN2026.02 | — | 27.93 | 12.86 | 34.63 | — | — | — | — | |
| MixGCFBackbone=LightGCN2026.02 | — | 27.54 | 12.46 | 34.22 | — | — | — | — | |
| PLDBackbone=MF2026.02 | — | 25.59 | 12.2 | 32.36 | 10.66 | — | — | — | |
| PLDBackbone=LightGCN2026.02 | — | 26.22 | 12.36 | 32.52 | — | — | — | — | |
| PSP-NSBackbone=MF2026.02 | — | 36.57 | 19.32 | 42.56 | 15.81 | — | — | — | |
| PSP-NSBackbone=LightGCN2026.02 | — | 39.56 | 21.31 | 45.89 | — | — | — | — | |
| R-CEBackbone=MF2026.02 | — | 22.12 | 10.12 | 28.59 | 9.08 | — | — | — | |
| R-CEBackbone=LightGCN2026.02 | — | 22.25 | 11.56 | 29.1 | — | — | — | — | |
| RNSBackbone=MF2026.02 | — | 23.63 | 11.05 | 30.18 | 9.74 | — | — | — | |
| RNSBackbone=LightGCN2026.02 | — | 26.68 | 12.54 | 33.66 | — | — | — | — | |
| T-CEBackbone=MF2026.02 | — | 22.93 | 10.8 | 29.87 | 9.74 | — | — | — | |
| T-CEBackbone=LightGCN2026.02 | — | 23.56 | 11.93 | 29.91 | — | — | — | — |