Recommendation on Gowalla (P@20, P@40, R@20, R@40, N@20, N@40)
21.78Recall @ 20IPCCF
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| IPCCF2026.04 | 21.78 | 2.97 | 2.09 | 30.02 | 13.1 | 15.27 | |
| BIGCF2026.04 | 20.86 | 2.8 | 1.99 | 28.83 | 12.42 | 14.5 | |
| DCCF2026.04 | 18.76 | 2.52 | 1.81 | 26.44 | 11.23 | 13.23 | |
| LightGCL2026.04 | 18.25 | 2.42 | 1.77 | 26.01 | 10.77 | 12.8 | |
| Full Model#Params=4.534M2026.04 | 18.204 | — | — | — | 11.6 | — | |
| HCCF2026.04 | 18.18 | 2.4 | 1.78 | 26.01 | 10.61 | 12.65 | |
| SGL-ND2026.04 | 18.14 | 2.41 | 1.76 | 25.89 | 10.65 | 12.67 | |
| SGL-ED2026.04 | 18.09 | 2.4 | 1.73 | 25.59 | 10.67 | 12.62 | |
| LightGCN2026.04 | 17.99 | 2.38 | 1.75 | 25.77 | 10.53 | 12.55 | |
| DGCL2026.04 | 17.93 | 2.36 | 1.68 | 24.83 | 10.67 | 12.47 | |
| DGCF2026.04 | 17.84 | 2.36 | 1.7 | 25.15 | 10.69 | 12.59 | |
| BACO#Params=0.742M2026.04 | 16.692 | — | — | — | 10.674 | — | |
| Leiden#Params=0.743M2026.04 | 15.406 | — | — | — | 9.738 | — | |
| GraphHash#Params=0.742M2026.04 | 15.325 | — | — | — | 9.658 | — | |
| SLRec2026.04 | 15.29 | 2.04 | 1.48 | 22 | 9.26 | 11.02 | |
| DisenHAN2026.04 | 14.37 | 1.92 | 1.41 | 20.79 | 8.29 | 9.97 | |
| NGCF2026.04 | 14.13 | 1.89 | 1.41 | 20.72 | 8.13 | 9.87 | |
| SCC#Params=0.743M2026.04 | 13.792 | — | — | — | 8.817 | — | |
| DisenGCN2026.04 | 13.79 | 1.85 | 1.37 | 20.03 | 7.98 | 9.61 | |
| CDR2026.04 | 13.64 | 1.84 | 1.32 | 19.43 | 8.12 | 9.63 | |
| DoubleGraphHash#Params=0.742M2026.04 | 12.377 | — | — | — | 7.905 | — | |
| LP#Params=0.743M2026.04 | 11.749 | — | — | — | 7.464 | — | |
| SBC#Params=0.742M2026.04 | 10.458 | — | — | — | 6.715 | — | |
| CCE#Params=0.742M2026.04 | 10.455 | — | — | — | 6.851 | — | |
| EBMD#Params=0.746M2026.04 | 10.313 | — | — | — | 6.564 | — | |
| Hybrid Hashing#Params=0.742M2026.04 | 10.182 | — | — | — | 6.581 | — | |
| LSH#Params=1.049M2026.04 | 9.768 | — | — | — | 6.253 | — | |
| Double Hashing#Params=0.742M2026.04 | 9.215 | — | — | — | 5.994 | — | |
| Random#Params=0.742M2026.04 | 9.214 | — | — | — | 5.909 | — | |
| Frequency Hashing#Params=0.742M2026.04 | 8.574 | — | — | — | 5.48 | — | |
| LEGCF#Params=0.742M2026.04 | 8.463 | — | — | — | 5.125 | — | |
| BRIM#Params=0.002M2026.04 | 8.074 | — | — | — | 5.15 | — | |
| ITCC#Params=0.742M2026.04 | 7.685 | — | — | — | 5.156 | — | |
| BiMLPA#Params=0.007M2026.04 | 6.397 | — | — | — | 3.92 | — | |
| infomap#Params=0.016M2026.04 | 5.893 | — | — | — | 3.59 | — |