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Collaborative Filtering on Amazon-Books

5.56NDCG@20UltraGCN
0.23521.617634.3824Sep 26, 2021Oct 27, 2021Nov 28, 2021Dec 30, 2021Jan 31, 2022Mar 4, 2022Apr 5, 2022
Updated 8mo ago

Evaluation results

MethodLinks
UltraGCN2021.105.566.81
Hetero-MGDCF2022.045.56—
SimpleXPublication=CIKM'2021, Category=Ours2021.094.685.83
Homo-MGDCF2022.044.6—
MF-CCLPublication=CIKM'2021, Category=Ours2021.094.475.59
CMLPublication=WWW 20172021.094.285.22
UltraGCN Base2022.043.93—
YouTubeNetPublication=RecSys'20162021.093.885.02
SGL-EDPublication=SIGIR 2021, Category=GNN-based2021.093.794.78
SGL-ED2021.103.794.78
SGL-ED2022.043.79—
UltraGCN2022.043.72—
NGAT4RecPublication=Arxiv'2020, Category=GNN-based2021.093.584.57
DGCFPublication=SIGIR'2020, Category=GNN-based2021.093.244.22
Mult-VAEPublication=WWW'20182021.093.154.07
LightGCNPublication=SIGIR'2020, Category=GNN-based2021.093.154.11
LightGCN2021.103.154.11
LightGCN2022.043.13—
APPNP2022.042.99—
MacridVAEPublication=NeurIPS'20192021.092.953.83
NIA-GCNPublication=SIGIR'2020, Category=GNN-based2021.092.873.69
ENMFPublication=TOIS'20202021.092.813.59
GRMFPublication=NIPS'20152021.092.73.54
DropEdge2022.042.7—
JKNet2022.042.68—
LR-GCCFPublication=AAAI'2020, Category=GNN-based2021.092.653.35
NGCFPublication=SIGIR 2019, Category=GNN-based2021.092.633.44
NGCF2021.102.633.44
NGCF2022.042.63—
MF-BPRPublication=UAI'20092021.092.613.38
MF2022.042.61—
DisenGCNPublication=ICML'2019, Category=GNN-based2021.092.543.29
GATPublication=ICLR'2018, Category=GNN-based2021.092.353.26
HOP-RecPublication=RecSys'20182021.092.323.09
GC-MCPublication=KDDW'2018, Category=GNN-based2021.092.242.88
PinSagePublication=KDD'2018, Category=GNN-based2021.092.192.82
CMNPublication=SIGIR 20182021.092.182.67
NeuMFPublication=WWW'20172021.0922.58
ItemPopPublication=N/A2021.090.440.51