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ResearchFormerly WizWand

Time Series Generation on PEMS04

0.0294Context-FIDUPLOTS (GPT2)
-0.1592961.1144022.38813.661798Jun 9, 2026
Updated 4mo ago

Evaluation results

MethodLinks
UPLOTS (GPT2)Type=Multi2026.060.02940.0120.2208
UPLOTS (llama3)Type=Multi2026.060.02990.01120.2207
DiffTimeType=Single2026.060.03960.01490.2215
UPLOTS (GPT2)Type=Multi, Generation length=962026.060.03990.0110.2211
UPLOTS (llama3)Type=Multi, Generation Length=482026.060.0410.01190.2208
UPLOTS (llama3)Type=Multi, Generation length=962026.060.0410.01080.2211
Diffusion-TSType=Single2026.060.04180.01170.2211
Diffusion-TSType=Single, Generation length=962026.060.04310.02920.2213
DiffwaveType=Single2026.060.04530.01610.2217
TimeGANType=Single2026.060.04920.01490.2227
TimeDPType=Multi2026.060.05690.01450.2213
UPLOTS (GPT2)Type=Multi, Generation Length=482026.060.05740.0120.2209
Diffusion-TSType=Single, Generation Length=482026.060.05860.01330.2214
TimeDPType=Multi, Generation length=962026.060.06840.02180.2214
TimeGANType=Single, Generation Length=482026.060.08520.01210.2228
TimeDPType=Multi, Generation Length=482026.060.09470.01790.2215
TimeVAEType=Single, Generation Length=482026.060.11280.01290.221
DiffTimeType=Single, Generation Length=482026.060.11280.01490.2215
DiffwaveType=Single, Generation Length=482026.060.11960.01570.2216
UPLOTS (Empty)Type=Multi, Generation Length=482026.060.12360.0640.2239
UPLOTS (Empty)Type=Multi2026.060.14510.05440.2239
UPLOTS (Empty)Type=Multi, Generation length=962026.060.14510.07460.2238
DiffTimeType=Single, Generation length=962026.060.16540.01150.2212
TimeVAEType=Single, Generation length=962026.060.17320.01160.2214
DiffwaveType=Single, Generation length=962026.060.18410.01340.2214
TimeVAEType=Single2026.060.240.02380.2216
TimeGANType=Single, Generation length=962026.064.74680.26390.2246