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Irregular-to-regular Time Series Generation on Energy 70% missing
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0.497
DS
Diff-MN
0.49688
0.49769
0.4985
0.49931
Jan 20, 2026
DS
MDD
KL
Updated 4d ago
Evaluation Results
Method
Method
Links
DS
MDD
KL
Diff-MN
Missing Rate=70%
2026.01
0.497
0.279
0.017
Diffusion-NCDE
Missing Rate=70%, Impu...
2026.01
0.497
0.513
0.087
TimeVAE-NCDE
Missing Rate=70%, Impu...
2026.01
0.498
0.604
0.136
GT-GAN
Missing Rate=70%
2026.01
0.499
0.532
0.057
KoVAE
Missing Rate=70%
2026.01
0.5
0.377
0.08
TimeGAN-NCDE
Missing Rate=70%, Impu...
2026.01
0.5
1.559
0.995
ProFITi
Missing Rate=70%
2026.01
0.5
0.442
0.045
HeTVAE
Missing Rate=70%
2026.01
0.5
1.323
1.578
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