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Papers Benchmarks Datasets Tasks

Synthetic Data Generation research benchmarks – Page 3 · SOTA2 Research

Synthetic Data Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Average of 6 datasets (PIMA Indians Diabetes, Heart Disease UCI, UNSW-NB15, CICIDS2017, UCI Credit Card Default, Statlog)

0.12EMD

5

Feb 26, 2026

CICIoT MitM 2023

0MMD

5

Feb 26, 2026

CICIoT Mirai 2023

0MMD

5

Feb 26, 2026

CICIoT DDoS 2023

0MMD

5

Feb 26, 2026

0.95KSComp

5

Feb 26, 2026

0.76KS Comp

5

Feb 26, 2026

0.72KSComp

5

Feb 26, 2026

0.19KSComp

5

Feb 26, 2026

15-minute resolution residential ECP 32-shot

Transformer-based few-shot learning for ECP modeling

0.02MMD

4

May 26, 2026

15-minute resolution residential ECP 16-shot

Transformer-based few-shot learning for ECP modeling

0.021MMD

4

May 26, 2026

15-minute resolution residential ECP 8-shot

Transformer-based few-shot learning for ECP modeling

0.021MMD

4

May 26, 2026

15-minute resolution residential ECP 4-shot

Transformer-based few-shot learning for ECP modeling

0.024MMD

4

May 26, 2026

0.626Quality

4

May 22, 2026

0.645Quality

4

May 22, 2026

0.656Quality

4

May 22, 2026

0.641Quality

4

May 22, 2026

0.644Quality

4

May 22, 2026

25 Real-World Tabular Datasets CTGAN Similarity Target

0.014Optimization Time (s)

4

Apr 13, 2026

25 real-world tabular datasets TVAE similarity target

0.056Optimization Time (s)

4

Apr 13, 2026

Adult, Bank Marketing, and Credit Default (aggregated)

60Avg F1

3

Mar 5, 2026

State-of-the-art synthetic generators

—

—Primary metric

0

Feb 26, 2026

Page 3 of 3

Popular datasets

LA dataset CICIoT Adult checkerboard NSL-KDD

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