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Papers Benchmarks Datasets Tasks

Tensor completion research benchmarks – Page 2 · SOTA2 Research

Tensor completion

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PEMS (80% train ratio)

3.959RMSE

7

Jun 23, 2026

GZspeed (90% train ratio)

4.135RMSE

7

Jun 23, 2026

GZspeed (80% train ratio)

4.225RMSE

7

Jun 23, 2026

Beauty 90% ratio (train)

1.261RMSE

7

Jun 23, 2026

Beauty 80% ratio (train)

1.27RMSE

7

Jun 23, 2026

Mov1M 90% ratio (train)

0.874RMSE

7

Jun 23, 2026

Mov1M (80% train ratio)

0.877RMSE

7

Jun 23, 2026

Mov100k (90% train ratio)

0.9RMSE

7

Jun 23, 2026

Mov100k 80% ratio (train)

0.906RMSE

7

Jun 23, 2026

3rd-order tensor of size n x n x n

2Sample Complexity

5

Jun 5, 2026

Basketball video

0.092RSE

5

Jun 5, 2026

Nonnegative tensors size 10^7

Simple Low Rank TC (SiLRTC)

1,063.44Time (s)

5

Feb 26, 2026

Enzymatic 90% missing ratio

0.21RRSE

4

Jun 5, 2026

Sugar 90% missing ratio

7RRSE

4

Jun 5, 2026

Electronic 90% missing ratio

3RRSE

4

Jun 5, 2026

Flow 90% missing ratio

0.1RRSE

4

Jun 5, 2026

Amino 90% missing ratio

2.6RRSE

4

Jun 5, 2026

WSDream QoS-TH D6 (2:98)

4.369MAE

4

Jun 2, 2026

WSDream QoS-RT D5 (2:98)

0.649MAE

4

Jun 2, 2026

PCTemp D4 (20:80)

0.474MAE

4

Jun 2, 2026

PCTemp D3 (10:90)

0.571MAE

4

Jun 2, 2026

NYCTaxi D2 (20:80)

3.196MAE

4

Jun 2, 2026

NYCTaxi D1 (10:90)

3.437MAE

4

Jun 2, 2026

Neuron-Behavior Tensor Subject 2 (test)

0.092RMSE

4

Feb 26, 2026

Neuron-Behavior Tensor Subject 1 (test)

0.11RMSE

4

Feb 26, 2026

Page 2 of 2

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Face datasets MRI PEMS Beauty Nonnegative tensors

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