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Papers Benchmarks Datasets Tasks

Time-series generation research benchmarks – Page 3 · SOTA2 Research

Time-series generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ECG200 (70% drop)

0.39DS

8

Feb 26, 2026

0.16DS

8

Feb 26, 2026

ECGFD (50% drop)

0.07DS

8

Feb 26, 2026

ECG5k (50% drop)

0.326DS

8

Feb 26, 2026

ECG200 (50% drop)

0.25DS Score

8

Feb 26, 2026

0.24DS

8

Feb 26, 2026

ECGFD (30% drop)

0.12DS

8

Feb 26, 2026

0.182DS

8

Feb 26, 2026

ECG200 (30% drop)

0.188DS

8

Feb 26, 2026

0.395DS

7

Jun 9, 2026

0.006DS

7

Jun 9, 2026

0.245DS (Distribution Score)

7

Jun 9, 2026

0.357Distribution Similarity (DS)

7

Jun 9, 2026

Time-Transformer

1Training Time

7

Apr 10, 2026

0.002Predictive Score

7

Feb 26, 2026

0.419Predictive Score

7

Feb 26, 2026

0.264Predictive Score

7

Feb 26, 2026

REST-meta-MDD (test)

0.105Context-FID

7

Feb 26, 2026

Daily stock data OHLC (test)

0.35Discr-Score

6

Feb 26, 2026

Time Series Averaged 50

0.556c-FID

5

Jun 16, 2026

Time Series Averaged #25 subset

1.029c-FID

5

Jun 16, 2026

Time Series Averaged 15%

0.184c-FID

5

Jun 16, 2026

Time Series Averaged 5%

0.355c-FID

5

Jun 16, 2026

Averaged Time Series Datasets Full-shot

0.04Context-FID

5

Jun 16, 2026

Daily stock data Open value (test)

0.04Discr-Score

5

Feb 26, 2026

Page 3 of 5

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