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Irregular-to-regular Time Series Generation on Sines 70% missing
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0.182
DS
Diff-MN
0.16928
0.25514
0.341
0.42686
Jan 20, 2026
DS
MDD
KL Divergence
Updated 4d ago
Evaluation Results
Method
Method
Links
DS
MDD
KL Divergence
Diff-MN
Missing Rate=70%
2026.01
0.182
1.308
0.033
KoVAE
Missing Rate=70%
2026.01
0.228
6.393
5.521
GT-GAN
Missing Rate=70%
2026.01
0.341
2.559
0.163
ProFITi
Missing Rate=70%
2026.01
0.392
1.443
0.138
Diffusion-NCDE
Missing Rate=70%, Impu...
2026.01
0.421
1.997
0.095
TimeVAE-NCDE
Missing Rate=70%, Impu...
2026.01
0.426
3.397
1.196
TimeGAN-NCDE
Missing Rate=70%, Impu...
2026.01
0.44
3.981
12.478
HeTVAE
Missing Rate=70%
2026.01
0.5
3.967
2.488
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