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ResearchFormerly WizWand

Recommendation on MovieLens 100K (test)

0.883RMSEGraphRec+graph/side feat.
0.805481.328741.8522.37526May 23, 2017May 24, 2018May 26, 2019May 27, 2020May 28, 2021May 30, 2022Jun 1, 2023
Updated 5mo ago

Evaluation results

MethodLinks
GraphRec+graph/side feat.Additional Features/Side Info=Yes2023.060.883
Autoencoder COFILS2021.110.885
AutoRec2021.110.887
GHRS2021.110.887
Baseline COFILS2021.110.892
Kernel PCA COFILS2021.110.898
GraphRecAdditional Features/Side Info=No2023.060.898
GraphRec+sidefeat.Additional Features/Side Info=Yes2023.060.899
Bayesian Probabilistic Matrix Factorization2021.110.901
SVD++2021.110.903
Mean Field2021.110.903
AutoSVD++Additional Features/Side Info=Yes2023.060.904
GC-MC2021.020.905
GC-MC+side feat.Additional Features/Side Info=Yes2023.060.905
User-Item Embedding w. Adam+penaltyAdditional Features/Side Info=No2023.060.906
FMAdditional Features/Side Info=No2023.060.909
NFMAdditional Features/Side Info=No2023.060.91
GC-MCAdditional Features/Side Info=Yes2023.060.91
SVD++Additional Features/Side Info=Yes2023.060.913
PinSage2021.020.914
Depth 1 LNN w. Adam+penaltyAdditional Features/Side Info=No2023.060.915
NGCF2021.020.916
User-Item Embedding w. Adam+penaltyAdditional Features/Side Info=No2023.060.919
FedGNN2021.020.92
Depth 1 LNN w. Adam+penaltyAdditional Features/Side Info=No2023.060.921
SRGCNN2021.020.922
SRGCNN (SRMGCNN)Additional Features/Side Info=Yes2023.060.929
GRALS2021.020.934
RBM-CF2021.110.936
Slope One2021.110.937
Non-Negative Matrix Factorization2021.110.944
GRALSAdditional Features/Side Info=Yes2023.060.945
FedMF2021.020.948
Coordinate Descent (CD)Privacy setting=Non-private2017.050.9502
SVD++2021.020.952
PMFAdditional Features/Side Info=No2023.060.952
Coordinate Descent (CD)Privacy setting=Private, Privacy budget (epsilon)=12017.050.9527
Improved Regularized SVD2021.110.954
Coordinate Descent (CD)Privacy setting=Private, Privacy budget (epsilon)=0.52017.050.9545
FCF2021.020.957
NMFAdditional Features/Side Info=No2023.060.958
PMF2021.020.965
MCAdditional Features/Side Info=Yes2023.060.973
Coordinate Descent (CD)Privacy setting=Private, Privacy budget (epsilon)=0.12017.050.9855
Regularized SVD2021.110.989
GMCAdditional Features/Side Info=Yes2023.060.996
User-Item Embedding w. AdamAdditional Features/Side Info=No2023.061.282
Purely local models2017.051.2834
User-Item Embedding w. AdamAdditional Features/Side Info=No2023.061.348
IMCAdditional Features/Side Info=Yes2023.061.653
Depth 1 LNN w. AdamAdditional Features/Side Info=No2023.061.822
Depth 1 LNN w. AdamAdditional Features/Side Info=No2023.061.844
User-Item Embedding w. GDAdditional Features/Side Info=No2023.062.453
User-Item Embedding w. GD+penaltyAdditional Features/Side Info=No2023.062.519
User-Item Embedding w. GDAdditional Features/Side Info=No2023.062.532
User-Item Embedding w. GD+penaltyAdditional Features/Side Info=No2023.062.535
Depth 1 LNN w. GDAdditional Features/Side Info=No2023.062.797
Depth 1 LNN w. GD+penaltyAdditional Features/Side Info=No2023.062.808
Depth 1 LNN w. GDAdditional Features/Side Info=No2023.062.814
Depth 1 LNN w. GD+penaltyAdditional Features/Side Info=No2023.062.821