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ResearchFormerly WizWand

Time-series Generation on PEMS04 Evening Peak

0.0064Context-FIDUPLOTS (llama3)
-0.1035080.6383711.380252.122129Jun 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UPLOTS (llama3)Data Type=Multi Data, Backbone=LLaMA 3.2-1B2026.060.00640.00480.1653
UPLOTS (GPT2)Data Type=Multi Data, Backbone=GPT-22026.060.00730.00590.1653
UPLOTS (GPT2)Data Type=Multi Data, Generation Length=482026.060.01210.01290.1651
UPLOTS (llama3)Data Type=Multi Data, Generation Length=482026.060.01340.01330.165
Diffusion-TS-ICLR2024Data Type=Single Data2026.060.01390.00630.1654
Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=482026.060.02210.02210.1652
Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=962026.060.03760.0150.1648
TimeGAN-NIPS2019Data Type=Single Data2026.060.06190.04020.1684
UPLOTS (llama3)Data Type=Multi Data, Generation Length=962026.060.07120.00850.1645
UPLOTS (GPT2)Data Type=Multi Data, Generation Length=962026.060.07250.00910.1645
DiffTime-NIPS2023Data Type=Single Data2026.060.08660.01640.1654
DiffTime-NIPS2023Data Type=Single Data, Generation Length=482026.060.08950.01390.1651
Diffwave-ICLR2021Data Type=Single Data2026.060.09950.01870.1655
Diffwave-ICLR2021Data Type=Single Data, Generation Length=482026.060.09960.01840.1652
TimeGAN-NIPS2019Data Type=Single Data, Generation Length=482026.060.10580.01440.1659
DiffTime-NIPS2023Data Type=Single Data, Generation Length=962026.060.12080.01230.1646
Diffwave-ICLR2021Data Type=Single Data, Generation Length=962026.060.13140.01450.1647
TimeDP-AAAI2025Data Type=Multi Data2026.060.14170.02390.1655
TimeGAN-NIPS2019Data Type=Single Data, Generation Length=962026.060.3040.02520.1656
TimeDP-AAAI2025Data Type=Multi Data, Generation Length=482026.060.32460.02960.1653
TimeDP-AAAI2025Data Type=Multi Data, Generation Length=962026.060.59510.02390.1647
UPLOTS (Empty)Data Type=Multi Data2026.060.62860.1210.1683
TimeVAE-Arxiv2022Data Type=Single Data2026.060.7330.07160.1654
TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=962026.060.75640.04380.165
TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=482026.060.77980.02070.1652
UPLOTS (Empty)Data Type=Multi Data, Generation Length=482026.061.56060.21030.1679
UPLOTS (Empty)Data Type=Multi Data, Generation Length=962026.062.75410.22830.1678