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Irregular-to-regular Time Series Generation on Sines 30% missing
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0.105
DS
Diff-MN
0.08956
0.19378
0.298
0.40222
Jan 20, 2026
DS
MDD
KL Divergence
Updated 4d ago
Evaluation Results
Method
Method
Links
DS
MDD
KL Divergence
Diff-MN
Missing Rate=30%, Sequ...
2026.01
0.105
0.953
0.013
KoVAE
Missing Rate=30%, Sequ...
2026.01
0.142
5.134
4.172
Diffusion-NCDE
Missing Rate=30%, Sequ...
2026.01
0.2
1.462
0.056
TimeVAE-NCDE
Missing Rate=30%, Sequ...
2026.01
0.234
4.767
1.999
GT-GAN
Missing Rate=30%, Sequ...
2026.01
0.302
2.644
0.099
ProFITi
Missing Rate=30%, Sequ...
2026.01
0.307
1.163
0.079
TimeGAN-NCDE
Missing Rate=30%, Sequ...
2026.01
0.455
3.477
4.963
HeTVAE
Missing Rate=30%, Sequ...
2026.01
0.491
3.158
1.178
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