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ResearchFormerly WizWand

Time Series Generation on PEMS08

0.0261Context-FIDUPLOTS (GPT2)
-0.011640.2431050.497850.752595Jun 9, 2026
Updated 4mo ago

Evaluation results

MethodLinks
UPLOTS (GPT2)Type=Multi2026.060.02610.00960.212
UPLOTS (llama3)Type=Multi2026.060.02660.00920.212
UPLOTS (GPT2)Type=Multi, Generation length=962026.060.02910.01340.2121
UPLOTS (llama3)Type=Multi, Generation Length=482026.060.02960.01110.2119
UPLOTS (llama3)Type=Multi, Generation length=962026.060.02960.01240.212
Diffusion-TSType=Single2026.060.02980.00960.2123
UPLOTS (GPT2)Type=Multi, Generation Length=482026.060.03280.01090.212
DiffwaveType=Single2026.060.03610.01610.2123
DiffTimeType=Single2026.060.03710.01230.2122
Diffusion-TSType=Single, Generation length=962026.060.03950.02970.2122
DiffTimeType=Single, Generation Length=482026.060.04210.01230.2122
TimeDPType=Multi2026.060.04210.01170.2123
DiffwaveType=Single, Generation Length=482026.060.04720.01480.2123
TimeGANType=Single2026.060.04940.01970.2128
TimeDPType=Multi, Generation length=962026.060.05410.02240.2122
TimeDPType=Multi, Generation Length=482026.060.05470.01440.2122
TimeVAEType=Single, Generation Length=482026.060.08110.01130.2121
UPLOTS (Empty)Type=Multi, Generation Length=482026.060.11250.01270.2122
TimeGANType=Single, Generation Length=482026.060.11940.03590.2149
TimeVAEType=Single, Generation length=962026.060.14830.01480.2122
DiffTimeType=Single, Generation length=962026.060.15740.01490.2122
TimeVAEType=Single2026.060.16840.0180.2122
DiffwaveType=Single, Generation length=962026.060.16840.01640.2123
TimeGANType=Single, Generation length=962026.060.16850.02260.2125
UPLOTS (Empty)Type=Multi2026.060.2170.04270.2122
UPLOTS (Empty)Type=Multi, Generation length=962026.060.21770.04690.2121
Diffusion-TSType=Single, Generation Length=482026.060.96960.01420.2121