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Irregular-to-regular Time Series Generation on MuJoCo (70% missing)
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0.393
DS
Diff-MN
0.38872
0.41761
0.4465
0.47539
Jan 20, 2026
DS
MDD
KL
Updated 4d ago
Evaluation Results
Method
Method
Links
DS
MDD
KL
Diff-MN
Missing Rate=70%
2026.01
0.393
0.297
0.014
KoVAE
Missing Rate=70%
2026.01
0.425
0.619
0.425
Diffusion-NCDE
Missing Rate=70%, Impu...
2026.01
0.473
0.487
0.078
TimeVAE-NCDE
Missing Rate=70%, Impu...
2026.01
0.476
0.565
0.172
GT-GAN
Missing Rate=70%
2026.01
0.492
0.627
0.048
ProFITi
Missing Rate=70%
2026.01
0.497
0.448
0.031
TimeGAN-NCDE
Missing Rate=70%, Impu...
2026.01
0.499
1.704
1.81
HeTVAE
Missing Rate=70%
2026.01
0.5
1.398
2.202
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