Time-series Generation on PEMS08 (Evening Peak) benchmark leaderboard · SOTA2 Research

Time-series Generation on PEMS08 (Evening Peak)

0.0091Context-FIDUPLOTS (GPT2)

Evaluation Results

Method	Links
UPLOTS (GPT2)2026.06		0.0091	0.0064	0.1729
UPLOTS (llama3)2026.06		0.0093	0.0059	0.1729
UPLOTS (GPT2)2026.06		0.0122	0.0125	0.1727
UPLOTS (llama3)2026.06		0.0143	0.0116	0.1727
Diffusion-TS-ICLR20242026.06		0.0212	0.0233	0.173
UPLOTS (GPT2)2026.06		0.0406	0.0121	0.1728
UPLOTS (llama3)2026.06		0.0413	0.0116	0.1728
Diffusion-TS-ICLR20242026.06		0.0506	0.0136	0.1731
DiffTime-NIPS20232026.06		0.0757	0.008	0.1733
DiffTime-NIPS20232026.06		0.0927	0.0147	0.1731
DiffTime-NIPS20232026.06		0.0942	0.0169	0.1731
Diffwave-ICLR20212026.06		0.1005	0.0201	0.1732
Diffwave-ICLR20212026.06		0.112	0.0184	0.1732
TimeDP-AAAI20252026.06		0.1547	0.0201	0.1731
TimeDP-AAAI20252026.06		0.234	0.0194	0.1735
TimeDP-AAAI20252026.06		0.395	0.0195	0.1736
TimeGAN-NIPS20192026.06		0.4196	0.0325	0.1734
TimeGAN-NIPS20192026.06		0.4383	0.027	0.1731
TimeVAE-Arxiv20222026.06		0.4741	0.0329	0.174
TimeVAE-Arxiv20222026.06		0.4882	0.0453	0.1733
Diffusion-TS-ICLR20242026.06		0.5037	0.0711	0.1787
UPLOTS (Empty)2026.06		0.5256	0.167	0.1738
TimeVAE-Arxiv20222026.06		0.6162	0.0495	0.1735
Diffwave-ICLR20212026.06		0.9541	0.0104	0.173
UPLOTS (Empty)2026.06		1.2696	0.204	0.174
UPLOTS (Empty)2026.06		2.2246	0.1661	0.1742
TimeGAN-NIPS20192026.06		2.5267	0.1023	0.1782