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ResearchFormerly WizWand

Time-series Generation on LTST-ECG

0.0352Wasserstein DistanceE4GEN
0.0076520.1936010.379550.565499Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
E4GENType=Ours2026.060.03520.03830.08660.10670.03570.4920.07030.0171
HeavyDiffType=Extreme-Aware2026.060.04430.070.11440.20540.05991.18240.07080.0159
Diffusion-TSType=Diffusion2026.060.05380.09340.10640.23680.05571.1740.09450.0171
TimeGANType=GAN2026.060.2190.21150.29850.1540.19883.54540.1660.0521
SDForgerType=LLM2026.060.2390.1830.29730.11370.17943.52740.10080.0192
TimeVAEType=VAE2026.060.25260.29710.3580.21770.348716.310.18850.058
koVAEType=VAE2026.060.25310.2790.34230.29520.327610.0330.11260.0217
FIDEType=Extreme-Aware2026.060.26240.220.16590.23710.243469.9320.50780.6218
DiffWaveType=Diffusion2026.060.28640.38030.48260.25350.404817.4730.18770.0601
F-FlowType=Flow2026.060.72390.86650.76690.66040.380331.9920.30330.0501