Recommendation on Yelp 2018 (test)
7.83Recall@20LPSFed
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LPSFedLoss=BC2026.03 | 7.83 | 3.79 | |
| LPSFed (BPR)Loss=BPR2026.03 | 7.69 | 3.01 | |
| PFedRec2026.03 | 7.5 | 2.25 | |
| FedSSP2026.03 | 7.33 | 3.15 | |
| FedAvg2026.03 | 7.21 | 2.92 | |
| FedHGNN2026.03 | 7.21 | 2.68 | |
| BSPM-EM2022.11 | 7.2 | 5.93 | |
| BSPM-EMvariant=EM2022.10 | 7.2 | 5.93 | |
| BSPM-LM2022.11 | 7.13 | 5.84 | |
| BSPM-LMvariant=LM2022.10 | 7.13 | 5.84 | |
| KGAT2019.05 | 7.12 | 8.67 | |
| SimpleX2022.11 | 7.01 | 5.75 | |
| Only BlurringVariant=GF-CF2022.11 | 7.01 | 5.75 | |
| simpleX2022.10 | 7.01 | 5.75 | |
| MF-CCL2022.11 | 6.98 | 5.72 | |
| GF-CF2022.11 | 6.97 | 5.71 | |
| MGDCF2022.11 | 6.96 | 5.72 | |
| LinkProp-Multi2022.11 | 6.9 | 5.71 | |
| YouTubeNet2022.11 | 6.86 | 5.67 | |
| Only BlurringVariant=HE2022.11 | 6.84 | 5.65 | |
| FedPUB2026.03 | 6.84 | 2.96 | |
| UltraGCN2022.11 | 6.83 | 5.61 | |
| UltraGCN2022.10 | 6.83 | 5.61 | |
| UltraGCN2021.10 | 6.83 | 5.61 | |
| GTN2022.11 | 6.79 | 5.54 | |
| LinkProp2022.11 | 6.76 | 5.59 | |
| SGL-ED2020.10 | 6.75 | 5.55 | |
| SGL-ED2022.11 | 6.75 | 5.55 | |
| HMLET2022.11 | 6.75 | 5.57 | |
| LT-OCF2022.11 | 6.71 | 5.49 | |
| LT-OCF2022.10 | 6.71 | 5.49 | |
| Only BlurringVariant=IDL2022.11 | 6.68 | 5.49 | |
| UltraGCN Base2021.10 | 6.67 | 5.52 | |
| RippleNet2019.05 | 6.64 | 8.22 | |
| SSCF2022.10 | 6.64 | 5.42 | |
| NFM2019.05 | 6.6 | 8.1 | |
| GC-MC2019.05 | 6.59 | 7.9 | |
| IA-GCN2022.11 | 6.59 | 5.37 | |
| CKE2019.05 | 6.57 | 8.05 | |
| EASE^R2022.11 | 6.57 | 5.52 | |
| DGCF2022.11 | 6.54 | 5.34 | |
| DGCF2021.10 | 6.54 | 5.34 | |
| IMP-GCN2022.11 | 6.53 | 5.31 | |
| LightGCN2022.11 | 6.49 | 5.3 | |
| LightGCN2022.10 | 6.49 | 5.3 | |
| LightGCN2021.10 | 6.49 | 5.3 | |
| BUIRNB2022.11 | 6.47 | 5.26 | |
| LightGCN2020.10 | 6.39 | 5.25 | |
| APPNP2022.11 | 6.35 | 5.21 | |
| FM2019.05 | 6.27 | 7.68 | |
| DeosGCF2022.11 | 6.26 | 5.04 | |
| ENMF2022.11 | 6.24 | 5.15 | |
| ENMF2021.10 | 6.24 | 5.15 | |
| CML2022.11 | 6.22 | 5.36 | |
| CML2021.10 | 6.22 | 5.36 | |
| DropEdge2022.11 | 6.14 | 5.06 | |
| Macrid-VAE2022.11 | 6.12 | 4.95 | |
| JKNet2022.11 | 6.08 | 5.02 | |
| LR-GCCF2022.11 | 6.04 | 4.98 | |
| NIA-GCN2022.11 | 5.99 | 4.91 | |
| NIA-GCN2021.10 | 5.99 | 4.91 | |
| Mult-VAE2020.10 | 5.84 | 4.5 | |
| Mult-VAE2022.11 | 5.84 | 4.5 | |
| NGCF-3Embedding size=64, Layer depth (L)=3, Optimizer=Adam, Batch size=1024, Node dropout ratio=0, Message dropout ratio=0.12019.05 | 5.79 | 4.77 | |
| NGCF2020.10 | 5.79 | 4.77 | |
| NGCF2022.11 | 5.79 | 4.77 | |
| NGCF2022.10 | 5.79 | 4.77 | |
| NGCF2021.10 | 5.79 | 4.77 | |
| GRMF2022.11 | 5.71 | 4.62 | |
| GRMF-Norm2022.11 | 5.61 | 4.54 | |
| LR-GCCF2021.10 | 5.61 | 3.43 | |
| DisenGCN2022.11 | 5.58 | 4.54 | |
| Sapling UBtype=user-based2022.10 | 5.56 | 4.59 | |
| Sapling IBtype=item-based2022.10 | 5.55 | 4.46 | |
| LINE2022.11 | 5.49 | 4.46 | |
| MF-BPR2021.10 | 5.49 | 4.45 | |
| LINE2021.10 | 5.49 | 4.46 | |
| GAT2022.11 | 5.43 | 4.31 | |
| CFKG2019.05 | 5.22 | 6.44 | |
| HOP-RecEmbedding size=642019.05 | 5.17 | 4.28 | |
| HOP-Rec2022.11 | 5.17 | 4.28 | |
| F2MF2026.03 | 5.1 | 2.47 | |
| Item2Vec2022.11 | 5.03 | 4.11 | |
| DNN+SSL2020.10 | 4.83 | 3.82 | |
| DeepWalk2022.11 | 4.76 | 3.78 | |
| DeepWalk2021.10 | 4.76 | 3.78 | |
| CMN2022.11 | 4.75 | 3.69 | |
| PinSageEmbedding size=64, Optimizer=Adam, Batch size=10242019.05 | 4.71 | 3.93 | |
| PinSage2022.11 | 4.71 | 3.93 | |
| GC-MCEmbedding size=64, Layer depth (L)=1, Optimizer=Adam, Batch size=10242019.05 | 4.62 | 2.88 | |
| GC-MC2022.11 | 4.62 | 3.79 | |
| CMNEmbedding size=64, Optimizer=Adam, Batch size=10242019.05 | 4.57 | 3.69 | |
| Node2Vec2022.11 | 4.52 | 3.5 | |
| Node2Vec2021.10 | 4.52 | 3.6 | |
| NeuMFEmbedding size=64, Optimizer=Adam, Batch size=10242019.05 | 4.51 | 3.63 | |
| NeuMF2022.11 | 4.51 | 3.63 | |
| MFEmbedding size=64, Optimizer=Adam, Batch size=10242019.05 | 4.33 | 3.54 | |
| MF-BPR2022.11 | 4.33 | 3.54 | |
| FedMF2026.03 | 3.18 | 1.5 | |
| FedPerGNN2026.03 | 2.52 | 2.2 |