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Irregular-to-regular Time Series Generation on Sines 50% missing
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0.128
DS
Diff-MN
0.11312
0.21356
0.314
0.41444
Jan 20, 2026
DS
MDD
KL
Updated 4d ago
Evaluation Results
Method
Method
Links
DS
MDD
KL
Diff-MN
Missing Rate=50%
2026.01
0.128
1.093
0.023
KoVAE
Missing Rate=50%
2026.01
0.171
5.584
4.719
TimeVAE-NCDE
Missing Rate=50%, Impu...
2026.01
0.308
3.761
1.487
Diffusion-NCDE
Missing Rate=50%, Impu...
2026.01
0.33
1.498
0.07
ProFITi
Missing Rate=50%
2026.01
0.344
1.236
0.112
GT-GAN
Missing Rate=50%
2026.01
0.416
2.978
0.153
TimeGAN-NCDE
Missing Rate=50%, Impu...
2026.01
0.427
3.739
2.954
HeTVAE
Missing Rate=50%
2026.01
0.5
3.449
4.236
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