Collaborative Filtering on Yelp 2018
5.75NDCG@20SimpleX
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SimpleXPublication=CIKM'2021, Category=Ours2021.09 | 5.75 | 7.01 | |
| Homo-MGDCF2022.04 | 5.75 | — | |
| MF-CCLPublication=CIKM'2021, Category=Ours2021.09 | 5.72 | 6.98 | |
| Hetero-MGDCF2022.04 | 5.72 | — | |
| GF-CFcomponents=linear filter + ideal low-pass filter2021.08 | 5.71 | 6.97 | |
| YouTubeNetPublication=RecSys'20162021.09 | 5.67 | 6.86 | |
| UltraGCN2022.04 | 5.61 | — | |
| SGL-EDPublication=SIGIR 2021, Category=GNN-based2021.09 | 5.55 | 6.75 | |
| SGL-ED2022.04 | 5.55 | — | |
| NGAT4RecPublication=Arxiv'2020, Category=GNN-based2021.09 | 5.54 | 6.75 | |
| UltraGCN Base2022.04 | 5.52 | — | |
| CMLPublication=WWW 20172021.09 | 5.36 | 6.22 | |
| DGCFPublication=SIGIR'2020, Category=GNN-based2021.09 | 5.34 | 6.54 | |
| LightGCNPublication=SIGIR'2020, Category=GNN-based2021.09 | 5.3 | 6.49 | |
| LightGCN2022.04 | 5.3 | — | |
| LightGCN2021.08 | 5.3 | 6.49 | |
| APPNP2022.04 | 5.21 | — | |
| ENMFPublication=TOIS'20202021.09 | 5.15 | 6.24 | |
| DropEdge2022.04 | 5.06 | — | |
| LGCN-IDEtraining=untrained, embedding=infinitely dimensional2021.08 | 5.05 | 6.09 | |
| JKNet2022.04 | 5.02 | — | |
| MacridVAEPublication=NeurIPS'20192021.09 | 4.95 | 6.12 | |
| MF2022.04 | 4.92 | — | |
| NIA-GCNPublication=SIGIR'2020, Category=GNN-based2021.09 | 4.91 | 5.99 | |
| NGCFPublication=SIGIR 2019, Category=GNN-based2021.09 | 4.77 | 5.79 | |
| NGCF2021.08 | 4.77 | 5.79 | |
| MF-BPRPublication=UAI'20092021.09 | 4.68 | 5.76 | |
| GRMFPublication=NIPS'20152021.09 | 4.62 | 5.71 | |
| GRMFregularizer=graph Laplacian2021.08 | 4.62 | 5.71 | |
| NGCF2022.04 | 4.61 | — | |
| DisenGCNPublication=ICML'2019, Category=GNN-based2021.09 | 4.54 | 5.58 | |
| GRMF-normregularizer=normalized Laplacian2021.08 | 4.54 | 5.61 | |
| Mult-VAEPublication=WWW'20182021.09 | 4.5 | 5.84 | |
| Mult-VAEdistribution=multinomial2021.08 | 4.5 | 5.84 | |
| GATPublication=ICLR'2018, Category=GNN-based2021.09 | 4.31 | 5.43 | |
| HOP-RecPublication=RecSys'20182021.09 | 4.28 | 5.17 | |
| PinSagePublication=KDD'2018, Category=GNN-based2021.09 | 3.93 | 4.71 | |
| GC-MCPublication=KDDW'2018, Category=GNN-based2021.09 | 3.79 | 4.62 | |
| CMNPublication=SIGIR 20182021.09 | 3.69 | 4.57 | |
| NeuMFPublication=WWW'20172021.09 | 3.63 | 4.51 | |
| LR-GCCFPublication=AAAI'2020, Category=GNN-based2021.09 | 3.43 | 5.61 | |
| ItemPopPublication=N/A2021.09 | 1.01 | 1.24 |