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ResearchFormerly WizWand

Time-series Generation on PEMS08 (Evening Peak)

0.0091Context-FIDUPLOTS (GPT2)
-0.0916040.5881481.26791.947652Jun 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UPLOTS (GPT2)Data Type=Multi Data, Backbone=GPT-22026.060.00910.00640.1729
UPLOTS (llama3)Data Type=Multi Data, Backbone=LLaMA 3.2-1B2026.060.00930.00590.1729
UPLOTS (GPT2)Data Type=Multi Data, Generation Length=482026.060.01220.01250.1727
UPLOTS (llama3)Data Type=Multi Data, Generation Length=482026.060.01430.01160.1727
Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=482026.060.02120.02330.173
UPLOTS (GPT2)Data Type=Multi Data, Generation Length=962026.060.04060.01210.1728
UPLOTS (llama3)Data Type=Multi Data, Generation Length=962026.060.04130.01160.1728
Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=962026.060.05060.01360.1731
DiffTime-NIPS2023Data Type=Single Data2026.060.07570.0080.1733
DiffTime-NIPS2023Data Type=Single Data, Generation Length=962026.060.09270.01470.1731
DiffTime-NIPS2023Data Type=Single Data, Generation Length=482026.060.09420.01690.1731
Diffwave-ICLR2021Data Type=Single Data, Generation Length=482026.060.10050.02010.1732
Diffwave-ICLR2021Data Type=Single Data, Generation Length=962026.060.1120.01840.1732
TimeDP-AAAI2025Data Type=Multi Data, Generation Length=482026.060.15470.02010.1731
TimeDP-AAAI2025Data Type=Multi Data2026.060.2340.01940.1735
TimeDP-AAAI2025Data Type=Multi Data, Generation Length=962026.060.3950.01950.1736
TimeGAN-NIPS2019Data Type=Single Data, Generation Length=482026.060.41960.03250.1734
TimeGAN-NIPS2019Data Type=Single Data2026.060.43830.0270.1731
TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=962026.060.47410.03290.174
TimeVAE-Arxiv2022Data Type=Single Data2026.060.48820.04530.1733
Diffusion-TS-ICLR2024Data Type=Single Data2026.060.50370.07110.1787
UPLOTS (Empty)Data Type=Multi Data2026.060.52560.1670.1738
TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=482026.060.61620.04950.1735
Diffwave-ICLR2021Data Type=Single Data2026.060.95410.01040.173
UPLOTS (Empty)Data Type=Multi Data, Generation Length=482026.061.26960.2040.174
UPLOTS (Empty)Data Type=Multi Data, Generation Length=962026.062.22460.16610.1742
TimeGAN-NIPS2019Data Type=Single Data, Generation Length=962026.062.52670.10230.1782