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ResearchFormerly WizWand

Tensor Decomposition on COIL-100

2.455Average Iteration Time (s)HOOI
0.6138813.0414425.46937.89656Sep 11, 2022
Updated 8mo ago

Evaluation results

MethodLinks
HOOIrank=1,1,1,12022.092.455
HOOIrank=4,2,2,12022.096.1
FastKroneckerRegressionrank=1,1,1,1, sketch size=10242022.0910.128
DJSSW19rank=1,1,1,1, sketch size=10242022.0910.131
FastKroneckerRegressionrank=1,1,1,1, sketch size=163842022.0910.138
FastKroneckerRegressionrank=1,1,1,1, sketch size=40962022.0910.147
DJSSW19rank=1,1,1,1, sketch size=163842022.0910.195
DJSSW19rank=1,1,1,1, sketch size=40962022.0910.264
HOOIrank=8,4,4,12022.0910.877
HOOIrank=8,4,4,22022.0910.906
DJSSW19rank=4,2,2,1, sketch size=40962022.0910.941
ALSrank=1,1,1,12022.0910.975
DJSSW19rank=8,2,2,1, sketch size=40962022.0911.069
DJSSW19rank=4,2,2,1, sketch size=163842022.0911.08
DJSSW19rank=4,2,2,1, sketch size=10242022.0911.104
DJSSW19rank=8,2,2,1, sketch size=10242022.0911.111
FastKroneckerRegressionrank=8,2,2,1, sketch size=40962022.0911.12
DJSSW19rank=8,2,2,1, sketch size=163842022.0911.12
FastKroneckerRegressionrank=4,2,2,1, sketch size=10242022.0911.122
FastKroneckerRegressionrank=8,2,2,1, sketch size=10242022.0911.137
FastKroneckerRegressionrank=4,2,2,1, sketch size=40962022.0911.153
FastKroneckerRegressionrank=4,2,2,1, sketch size=163842022.0911.164
FastKroneckerRegressionrank=8,2,2,1, sketch size=163842022.0911.164
ALSrank=4,2,2,12022.0911.718
ALSrank=8,2,2,12022.0911.727
HOOIrank=8,2,2,12022.0912.092
DJSSW19rank=8,4,4,1, sketch size=10242022.0912.924
FastKroneckerRegressionrank=8,4,4,1, sketch size=40962022.0912.954
FastKroneckerRegressionrank=8,4,4,1, sketch size=163842022.0913.051
DJSSW19rank=8,4,4,1, sketch size=40962022.0913.067
FastKroneckerRegressionrank=8,4,4,1, sketch size=10242022.0913.096
ALSrank=8,4,4,12022.0913.873
DJSSW19rank=8,4,4,1, sketch size=163842022.0913.986
FastKroneckerRegressionrank=8,4,4,2, sketch size=40962022.0917.784
FastKroneckerRegressionrank=8,4,4,2, sketch size=10242022.0917.862
DJSSW19rank=8,4,4,2, sketch size=10242022.0917.957
FastKroneckerRegressionrank=8,4,4,2, sketch size=163842022.0917.984
FastKroneckerRegressionrank=16,4,4,2, sketch size=40962022.0918.299
FastKroneckerRegressionrank=16,4,4,2, sketch size=10242022.0918.367
FastKroneckerRegressionrank=16,4,4,2, sketch size=163842022.0918.525
DJSSW19rank=8,4,4,2, sketch size=40962022.0918.575
HOOIrank=16,4,4,22022.0919.225
ALSrank=8,4,4,22022.0919.614
ALSrank=16,4,4,22022.0919.921
DJSSW19rank=16,4,4,2, sketch size=10242022.0919.922
DJSSW19rank=8,4,4,2, sketch size=163842022.0922.107
DJSSW19rank=16,4,4,2, sketch size=40962022.0925.639
DJSSW19rank=16,4,4,2, sketch size=163842022.0948.483