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SOTA Matrix completion benchmarks and papers with code | Wizwand
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Matrix completion
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
MovieLens-1M (test)
GLocal-K
RMSE
0.822
40
1mo ago
MovieLens-100K (test)
IMC-GAE
RMSE
0.897
24
1mo ago
Douban
IGMC
RMSE
0.721
15
4mo ago
Netflix
CF-NADE
RMSE
0.803
14
1mo ago
Jester joke
OPTSPACE
NMAE
0.1575
12
1mo ago
Movie 10M
SP-RPRG
RMSE
0.815
10
1mo ago
YahooMusic
Factorize EAE
RMSE
20
10
4mo ago
MovieLens-100K u1 (test)
MG-GAT
RMSE
0.89
9
4mo ago
YahooMusic subset
IMC-GAE
RMSE
18.7
8
4mo ago
Flixster subset
IGMC
RMSE
0.872
8
4mo ago
MovieLens (test)
sRGCNN
RMSE
0.929
8
4mo ago
Yahoo
SP-RPRG
RMSE
22.537
7
1mo ago
YahooMusic (test)
F-EAE
RMSE
20
7
1mo ago
Douban (test)
GC-MC
RMSE
0.734
7
4mo ago
Flixster (test)
IGMC
RMSE
0.906
7
4mo ago
Matrix Completion
Nuclear norm
Sample Complexity (Big O)
2
6
1mo ago
Douban 1.0
IGMC
RMSE
0.721
6
4mo ago
MovieLens 100k
GRAEM
RMSE
0.9174
6
4mo ago
Douban 3k
KPMF
RMSE
0.7323
6
4mo ago
Flixster 3k
GRAEM
RMSE
0.8857
6
4mo ago
Protein (test)
NNMF
RMSE
0.065
6
4mo ago
NIPS (test)
NNMF
RMSE
0.04
6
4mo ago
Synthetic Matrix Completion 50x2500 (out-of-sample)
Optimal Low-Rank Matrix Completion
Relative Improvement MSE (OOS)
9.29
5
4mo ago
Synthetic Matrix Completion 50x2000 (out-of-sample)
Optimal Low-Rank Matrix Completion
Relative Improvement in MSE
7.07
5
4mo ago
Synthetic Matrix Completion 50x1500 (out-of-sample)
Optimal Low-Rank Matrix Completion
Relative Improvement in Out-of-Sample MSE
9.48
5
4mo ago
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