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0.1644NDCG@20Hetero-MGDCF
0.0263920.0622210.098050.133879Aug 17, 2021Sep 24, 2021Nov 2, 2021Dec 10, 2021Jan 18, 2022Feb 25, 2022Apr 5, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Hetero-MGDCF2022.040.1644—
UltraGCN2022.040.1589—
UltraGCN Base2022.040.158—
Homo-MGDCF2022.040.1571—
SGL-ED2022.040.1566—
DGCFPublication=SIGIR'2020, Category=GNN-based2021.090.15610.1842
SimpleXPublication=CIKM'2021, Category=Ours2021.090.15570.1872
LightGCNPublication=SIGIR'2020, Category=GNN-based2021.090.15540.183
LightGCN2021.080.15540.183
LightGCN2022.040.155—
GF-CFcomponents=linear filter + ideal low-pass filter2021.080.15180.1849
MF-CCLPublication=CIKM'2021, Category=Ours2021.090.14930.1837
YouTubeNetPublication=RecSys'20162021.090.14730.1754
APPNP2022.040.1463—
DropEdge2022.040.1394—
JKNet2022.040.1391—
MF-BPRPublication=UAI'20092021.090.13780.1627
MF2022.040.1365—
LGCN-IDEtraining=untrained, embedding=infinitely dimensional2021.080.13470.1682
Mult-VAEPublication=WWW'20182021.090.13350.1641
Mult-VAEdistribution=multinomial2021.080.13350.1641
NGCFPublication=SIGIR 2019, Category=GNN-based2021.090.13270.157
NGCF2022.040.1327—
NGCF2021.080.13270.157
ENMFPublication=TOIS'20202021.090.13150.1523
CMLPublication=WWW 20172021.090.12920.167
LR-GCCFPublication=AAAI'2020, Category=GNN-based2021.090.12850.1519
GRMF-normregularizer=normalized Laplacian2021.080.12610.1557
GATPublication=ICLR'2018, Category=GNN-based2021.090.12360.1401
CMNPublication=SIGIR 20182021.090.12210.1405
HOP-RecPublication=RecSys'20182021.090.12140.1399
NeuMFPublication=WWW'20172021.090.12120.1399
GRMFPublication=NIPS'20152021.090.12050.1477
GRMFregularizer=graph Laplacian2021.080.12050.1477
GC-MCPublication=KDDW'2018, Category=GNN-based2021.090.12040.1395
MacridVAEPublication=NeurIPS'20192021.090.12020.1618
PinSagePublication=KDD'2018, Category=GNN-based2021.090.11960.138
DisenGCNPublication=ICML'2019, Category=GNN-based2021.090.11740.1356
NIA-GCNPublication=SIGIR'2020, Category=GNN-based2021.090.11060.1359
ItemPopPublication=N/A2021.090.03170.0416