Runtime Measurement on Gowalla (Collaborative Filtering)
14.05Training Time (s)LightCCF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LightCCFModel Category=MF-based2026.05 | 14.05 | — | 88 | 1,224 | |
| LightGODEModel Category=MF-based2026.05 | 14.67 | — | 94 | 1,368 | |
| SaFeAUModel Category=MF-based2026.05 | 20.87 | — | 58 | 1,224 | |
| LightGCNModel Category=GCN-based2026.05 | 112.32 | — | 113 | 12,708 | |
| FourierKAN-GCFModel Category=GCN-based2026.05 | 126.58 | — | 91 | 11,520 | |
| SimGCFModel Category=GCN-based2026.05 | 245.29 | — | 87 | 21,348 | |
| FlowCF2026.05 | 2,112.6 | 35.2 | — | — | |
| StageCF2026.05 | 2,346.9 | 74.6 | — | — | |
| MacridVAE2026.05 | 2,710.4 | 27.4 | — | — | |
| DDRM2026.05 | 3,277.4 | 99.6 | — | — | |
| LightGCN2026.05 | 5,453.5 | 70.1 | — | — | |
| DiffRec2026.05 | 8,356.8 | 80.5 | — | — |