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Benchmarks
Irregular-to-regular Time Series Generation on Energy (50% missing)
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0.487
DS
Diff-MN
0.48648
0.48999
0.4935
0.49701
Jan 20, 2026
DS
MDD
KL
Updated 4d ago
Evaluation Results
Method
Method
Links
DS
MDD
KL
Diff-MN
Missing Rate=50%
2026.01
0.487
0.252
0.022
Diffusion-NCDE
Missing Rate=50%, Impu...
2026.01
0.489
0.351
0.058
TimeVAE-NCDE
Missing Rate=50%, Impu...
2026.01
0.496
0.533
0.101
TimeGAN-NCDE
Missing Rate=50%, Impu...
2026.01
0.499
1.343
0.585
ProFITi
Missing Rate=50%
2026.01
0.499
0.35
0.033
KoVAE
Missing Rate=50%
2026.01
0.5
0.368
0.067
GT-GAN
Missing Rate=50%
2026.01
0.5
0.473
0.051
HeTVAE
Missing Rate=50%
2026.01
0.5
1.095
0.917
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