Recommendation on Yelp 2018 (Ranking Metrics @20)
19.69Recall@20SaD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SaD2026.01 | 19.69 | 16.52 | |
| PGSP2026.01 | 19.16 | 16.05 | |
| SimpleX2026.01 | 18.72 | 15.57 | |
| UltraGCN2026.01 | 18.62 | 15.8 | |
| GF-CF2026.01 | 18.49 | 15.18 | |
| DGCF2026.01 | 18.42 | 15.61 | |
| LightGCN2026.01 | 18.3 | 15.54 | |
| SimGCL2026.01 | 18.3 | 15.42 | |
| SGL-ED2026.01 | 17.69 | 15.02 | |
| NIA-GCN2026.01 | 17.26 | 13.58 | |
| slim2026.01 | 16.99 | 13.82 | |
| NGCF2026.01 | 15.7 | 13.27 | |
| ENMF2026.01 | 15.23 | 13.15 | |
| LR-GCCF2026.01 | 15.19 | 12.85 | |
| Full Model#Params=4.462M2026.04 | 8.867 | 5.526 | |
| BACO#Params=0.976M2026.04 | 7.51 | 4.763 | |
| HILLretrieval model=NESCL [47]2026.04 | 7.45 | 6.12 | |
| NESCL2026.04 | 7.4 | 6.09 | |
| BSPM-LM2026.04 | 7.13 | 5.84 | |
| SimpleX2026.04 | 7.01 | 5.75 | |
| MF-CCL2026.04 | 6.98 | 5.72 | |
| MGDCF2026.04 | 6.96 | 5.72 | |
| YouTubeNet2026.04 | 6.86 | 5.67 | |
| GTN2026.04 | 6.79 | 5.54 | |
| SGL-ED2026.04 | 6.75 | 5.55 | |
| HMLET2026.04 | 6.75 | 5.57 | |
| LT-OCF2026.04 | 6.71 | 5.49 | |
| SCC#Params=0.977M2026.04 | 6.633 | 4.124 | |
| IA-GCN2026.04 | 6.59 | 5.37 | |
| DGCF2026.04 | 6.54 | 5.34 | |
| IMP-GCN2026.04 | 6.53 | 5.31 | |
| LightGCN2026.04 | 6.49 | 5.3 | |
| BUIR2026.04 | 6.47 | 5.26 | |
| APPNP2026.04 | 6.35 | 5.21 | |
| DeosGCF2026.04 | 6.26 | 5.04 | |
| GraphHash#Params=0.977M2026.04 | 6.244 | 3.882 | |
| ENMF2026.04 | 6.24 | 5.15 | |
| Leiden#Params=0.979M2026.04 | 6.23 | 3.852 | |
| CML2026.04 | 6.22 | 5.36 | |
| DropEdge2026.04 | 6.14 | 5.06 | |
| Macrid-VAE2026.04 | 6.12 | 4.95 | |
| Hybrid Hashing#Params=0.977M2026.04 | 6.09 | 3.884 | |
| JKNet2026.04 | 6.08 | 5.02 | |
| NIA-GCN2026.04 | 5.99 | 4.91 | |
| Mult-VAE2026.04 | 5.84 | 4.5 | |
| BPR2026.04 | 5.76 | 4.68 | |
| GRMF2026.04 | 5.71 | 4.62 | |
| GRMF-norm2026.04 | 5.61 | 4.54 | |
| DisenGCN2026.04 | 5.58 | 4.54 | |
| CCE#Params=0.977M2026.04 | 5.505 | 3.538 | |
| LINE2026.04 | 5.49 | 4.46 | |
| GAT2026.04 | 5.43 | 4.31 | |
| LP#Params=0.977M2026.04 | 5.423 | 3.391 | |
| Double Hashing#Params=0.977M2026.04 | 5.293 | 3.366 | |
| HOP-Rec2026.04 | 5.17 | 4.28 | |
| DoubleGraphHash#Params=0.977M2026.04 | 5.134 | 3.236 | |
| Item2Vec2026.04 | 5.03 | 4.11 | |
| EBMD#Params=0.996M2026.04 | 4.947 | 3.088 | |
| Frequency Hashing#Params=0.977M2026.04 | 4.931 | 3.142 | |
| Random#Params=0.977M2026.04 | 4.894 | 3.114 | |
| SBC#Params=0.977M2026.04 | 4.831 | 3.023 | |
| DeepWalk2026.04 | 4.76 | 3.78 | |
| CMN2026.04 | 4.75 | 3.69 | |
| PinSage2026.04 | 4.71 | 3.93 | |
| LSH#Params=1.049M2026.04 | 4.707 | 2.952 | |
| GC-MC2026.04 | 4.62 | 3.79 | |
| Node2Vec2026.04 | 4.52 | 3.5 | |
| NeuMF2026.04 | 4.51 | 3.63 | |
| BRIM#Params=0.001M2026.04 | 4.483 | 2.789 | |
| BiMLPA#Params=0.008M2026.04 | 4.462 | 2.767 | |
| ITCC#Params=0.977M2026.04 | 4.375 | 2.844 | |
| LEGCF#Params=0.977M2026.04 | 4.349 | 2.685 | |
| infomap#Params=0.037M2026.04 | 4.335 | 2.688 |