Collaborative Filtering on Amazon-Books
5.56NDCG@20UltraGCN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UltraGCN2021.10 | 5.56 | 6.81 | |
| Hetero-MGDCF2022.04 | 5.56 | — | |
| SimpleXPublication=CIKM'2021, Category=Ours2021.09 | 4.68 | 5.83 | |
| Homo-MGDCF2022.04 | 4.6 | — | |
| MF-CCLPublication=CIKM'2021, Category=Ours2021.09 | 4.47 | 5.59 | |
| CMLPublication=WWW 20172021.09 | 4.28 | 5.22 | |
| UltraGCN Base2022.04 | 3.93 | — | |
| YouTubeNetPublication=RecSys'20162021.09 | 3.88 | 5.02 | |
| SGL-EDPublication=SIGIR 2021, Category=GNN-based2021.09 | 3.79 | 4.78 | |
| SGL-ED2021.10 | 3.79 | 4.78 | |
| SGL-ED2022.04 | 3.79 | — | |
| UltraGCN2022.04 | 3.72 | — | |
| NGAT4RecPublication=Arxiv'2020, Category=GNN-based2021.09 | 3.58 | 4.57 | |
| DGCFPublication=SIGIR'2020, Category=GNN-based2021.09 | 3.24 | 4.22 | |
| Mult-VAEPublication=WWW'20182021.09 | 3.15 | 4.07 | |
| LightGCNPublication=SIGIR'2020, Category=GNN-based2021.09 | 3.15 | 4.11 | |
| LightGCN2021.10 | 3.15 | 4.11 | |
| LightGCN2022.04 | 3.13 | — | |
| APPNP2022.04 | 2.99 | — | |
| MacridVAEPublication=NeurIPS'20192021.09 | 2.95 | 3.83 | |
| NIA-GCNPublication=SIGIR'2020, Category=GNN-based2021.09 | 2.87 | 3.69 | |
| ENMFPublication=TOIS'20202021.09 | 2.81 | 3.59 | |
| GRMFPublication=NIPS'20152021.09 | 2.7 | 3.54 | |
| DropEdge2022.04 | 2.7 | — | |
| JKNet2022.04 | 2.68 | — | |
| LR-GCCFPublication=AAAI'2020, Category=GNN-based2021.09 | 2.65 | 3.35 | |
| NGCFPublication=SIGIR 2019, Category=GNN-based2021.09 | 2.63 | 3.44 | |
| NGCF2021.10 | 2.63 | 3.44 | |
| NGCF2022.04 | 2.63 | — | |
| MF-BPRPublication=UAI'20092021.09 | 2.61 | 3.38 | |
| MF2022.04 | 2.61 | — | |
| DisenGCNPublication=ICML'2019, Category=GNN-based2021.09 | 2.54 | 3.29 | |
| GATPublication=ICLR'2018, Category=GNN-based2021.09 | 2.35 | 3.26 | |
| HOP-RecPublication=RecSys'20182021.09 | 2.32 | 3.09 | |
| GC-MCPublication=KDDW'2018, Category=GNN-based2021.09 | 2.24 | 2.88 | |
| PinSagePublication=KDD'2018, Category=GNN-based2021.09 | 2.19 | 2.82 | |
| CMNPublication=SIGIR 20182021.09 | 2.18 | 2.67 | |
| NeuMFPublication=WWW'20172021.09 | 2 | 2.58 | |
| ItemPopPublication=N/A2021.09 | 0.44 | 0.51 |