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Benchmarks
Irregular-to-regular Time Series Generation on MuJoCo (50% missing)
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0.375
DS
Diff-MN
0.37004
0.40352
0.437
0.47048
Jan 20, 2026
DS
MDD
KL Divergence
Updated 4d ago
Evaluation Results
Method
Method
Links
DS
MDD
KL Divergence
Diff-MN
Missing Rate=50%
2026.01
0.375
0.318
0.009
KoVAE
Missing Rate=50%
2026.01
0.397
0.419
0.198
Diffusion-NCDE
Missing Rate=50%, Impu...
2026.01
0.427
0.37
0.058
TimeVAE-NCDE
Missing Rate=50%, Impu...
2026.01
0.463
0.443
0.118
GT-GAN
Missing Rate=50%
2026.01
0.494
0.596
0.028
ProFITi
Missing Rate=50%
2026.01
0.497
0.353
0.015
TimeGAN-NCDE
Missing Rate=50%, Impu...
2026.01
0.499
1.535
1.153
HeTVAE
Missing Rate=50%
2026.01
0.499
1.093
0.996
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