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Irregular-to-regular Time Series Generation on Energy 30% missing
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0.422
DS
Diff-MN
0.41892
0.43971
0.4605
0.48129
Jan 20, 2026
DS
MDD
KL
Updated 4d ago
Evaluation Results
Method
Method
Links
DS
MDD
KL
Diff-MN
Missing Rate=30%
2026.01
0.422
0.27
0.02
Diffusion-NCDE
Missing Rate=30%, Impu...
2026.01
0.46
0.292
0.065
KoVAE
Missing Rate=30%
2026.01
0.476
0.347
0.065
ProFITi
Missing Rate=30%
2026.01
0.495
0.255
0.022
HeTVAE
Missing Rate=30%
2026.01
0.497
0.625
0.248
TimeVAE-NCDE
Missing Rate=30%, Impu...
2026.01
0.498
0.444
0.088
GT-GAN
Missing Rate=30%
2026.01
0.499
0.567
0.056
TimeGAN-NCDE
Missing Rate=30%, Impu...
2026.01
0.499
1.028
0.259
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