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ResearchFormerly WizWand

Time-series Generation on PEMS08 (Morning Peak)

0.0137Context-FIDUPLOTS (GPT2)
-0.0634040.4570480.97751.497952Jun 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UPLOTS (GPT2)Data Type=Multi Data, Backbone=GPT-22026.060.01370.01290.1786
UPLOTS (llama3)Data Type=Multi Data, Backbone=LLaMA 3.2-1B2026.060.01410.01210.1786
UPLOTS (GPT2)Data Type=Multi Data, Generation Length=482026.060.01520.01130.1782
UPLOTS (llama3)Data Type=Multi Data, Generation Length=482026.060.01770.01110.1782
Diffusion-TS-ICLR2024Data Type=Single Data2026.060.02520.01310.1786
Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=482026.060.03890.02290.1788
UPLOTS (GPT2)Data Type=Multi Data, Generation Length=962026.060.04360.01360.1783
UPLOTS (llama3)Data Type=Multi Data, Generation Length=962026.060.04460.01310.1783
DiffTime-NIPS2023Data Type=Single Data2026.060.070.02330.1785
TimeGAN-NIPS2019Data Type=Single Data2026.060.07410.01260.1783
DiffTime-NIPS2023Data Type=Single Data, Generation Length=482026.060.07410.01910.1785
Diffwave-ICLR2021Data Type=Single Data, Generation Length=482026.060.08450.02140.1788
DiffTime-NIPS2023Data Type=Single Data, Generation Length=962026.060.09420.01390.1786
Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=962026.060.1010.03270.1797
Diffwave-ICLR2021Data Type=Single Data, Generation Length=962026.060.10250.01750.1786
TimeDP-AAAI2025Data Type=Multi Data2026.060.11760.02310.1786
TimeDP-AAAI2025Data Type=Multi Data, Generation Length=482026.060.26940.01770.1784
TimeGAN-NIPS2019Data Type=Single Data, Generation Length=482026.060.31130.03190.18
UPLOTS (Empty)Data Type=Multi Data2026.060.32760.09190.1873
TimeVAE-Arxiv2022Data Type=Single Data2026.060.37680.01540.1785
TimeDP-AAAI2025Data Type=Multi Data, Generation Length=962026.060.50490.02640.1789
UPLOTS (Empty)Data Type=Multi Data, Generation Length=482026.060.71150.17490.1874
TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=482026.060.82890.02890.1783
TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=962026.060.89390.03460.1786
Diffwave-ICLR2021Data Type=Single Data2026.060.89510.02490.1784
UPLOTS (Empty)Data Type=Multi Data, Generation Length=962026.061.28040.16460.1878
TimeGAN-NIPS2019Data Type=Single Data, Generation Length=962026.061.94130.04570.1802