Collaborative Filtering on Yelp 2018 (test)
7.43Recall@20NESCL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NESCLvariant=out2024.02 | 7.43 | 6.11 | — | — | — | — | |
| SupConvariant=out2024.02 | 7.39 | 6.09 | — | — | — | — | |
| NESCLvariant=in2024.02 | 7.32 | 6.02 | — | — | — | — | |
| SupConvariant=in2024.02 | 7.27 | 5.99 | — | — | — | — | |
| SimpleX2024.02 | 7.01 | 5.75 | — | — | — | — | |
| Homo-MGDCFEmbedding Size=64, Number of Hops=2, alpha=0.1, beta=0.92022.04 | 6.99 | — | — | — | — | — | |
| Hetero-MGDCFEmbedding Size=64, Number of Hops=4, alpha=0.1, beta=0.92022.04 | 6.96 | — | — | — | — | — | |
| StageCF2026.05 | 6.96 | 5.7 | 4.14 | 13.04 | 4.66 | 8 | |
| UltraGCNEmbedding Size=64, Number of Hops=42022.04 | 6.83 | — | — | — | — | — | |
| UltraGCN2024.02 | 6.83 | 5.61 | — | — | — | — | |
| SGL-EDEmbedding Size=64, Number of Hops=32022.04 | 6.75 | — | — | — | — | — | |
| SGL2024.02 | 6.75 | 5.55 | — | — | — | — | |
| LT-OCFprotocol=all-ranking, ODE solver=RK42021.08 | 6.71 | 5.49 | — | — | — | — | |
| UltraGCNBaseEmbedding Size=64, Number of Hops=42022.04 | 6.67 | — | — | — | — | — | |
| DiffRec2026.05 | 6.6 | 5.45 | 3.82 | 12.31 | 4.59 | 7.42 | |
| FlowCF2026.05 | 6.59 | 5.46 | 3.9 | 12.46 | 4.52 | 7.59 | |
| DDRM2026.05 | 6.52 | 5.42 | 3.88 | 12.43 | 4.4 | 7.55 | |
| LightGCNEmbedding Size=64, Number of Hops=42022.04 | 6.49 | — | — | — | — | — | |
| LightGCN2024.02 | 6.49 | 5.3 | — | — | — | — | |
| LightGCNprotocol=all-ranking2021.08 | 6.49 | 5.3 | — | — | — | — | |
| iALS2026.05 | 6.49 | 5.08 | 3.85 | 12.11 | 4.46 | 7.22 | |
| LightGCN2026.05 | 6.42 | 5.29 | 3.76 | 12.31 | 4.3 | 7.48 | |
| MultDAE2026.05 | 6.41 | 5.19 | 3.65 | 12.44 | 4.21 | 7.55 | |
| MacridVAE2026.05 | 6.41 | 5.12 | 3.65 | 12.44 | 4.05 | 7.33 | |
| ItemKNN2024.02 | 6.39 | 5.31 | — | — | — | — | |
| APPNPEmbedding Size=64, Number of Hops=42022.04 | 6.35 | — | — | — | — | — | |
| MultVAE2026.05 | 6.33 | 5.08 | 3.71 | 12.32 | 4.26 | 7.31 | |
| DropEdgeEmbedding Size=64, Number of Hops=42022.04 | 6.14 | — | — | — | — | — | |
| SLIM2026.05 | 6.1 | 5.21 | 3.69 | 11.23 | 4.38 | 7.1 | |
| JKNetEmbedding Size=64, Number of Hops=42022.04 | 6.08 | — | — | — | — | — | |
| MFEmbedding Size=64, Number of Hops=42022.04 | 6.01 | — | — | — | — | — | |
| Mult-VAEprotocol=all-ranking2021.08 | 5.84 | 4.5 | — | — | — | — | |
| NGCFprotocol=all-ranking2021.08 | 5.79 | 4.77 | — | — | — | — | |
| BPR2024.02 | 5.76 | 4.68 | — | — | — | — | |
| LR-GCCFprotocol=all-ranking2021.08 | 5.74 | 3.49 | — | — | — | — | |
| GRMFprotocol=all-ranking2021.08 | 5.71 | 4.62 | — | — | — | — | |
| NGCFEmbedding Size=320, Number of Hops=42022.04 | 5.66 | — | — | — | — | — | |
| GRMF-Normprotocol=all-ranking2021.08 | 5.61 | 4.54 | — | — | — | — | |
| HOP-Recprotocol=all-ranking2021.08 | 5.17 | 4.28 | — | — | — | — | |
| CMNprotocol=all-ranking2021.08 | 4.75 | 3.69 | — | — | — | — | |
| PinSageprotocol=all-ranking2021.08 | 4.71 | 3.93 | — | — | — | — | |
| User-based2024.02 | 4.63 | 3.97 | — | — | — | — | |
| GC-MCprotocol=all-ranking2021.08 | 4.62 | 3.79 | — | — | — | — | |
| NeuMFprotocol=all-ranking2021.08 | 4.51 | 3.63 | — | — | — | — | |
| MFprotocol=all-ranking2021.08 | 4.33 | 3.54 | — | — | — | — |