Time-series Generation on PEMS04 Evening Peak benchmark leaderboard · SOTA2 Research

Time-series Generation on PEMS04 Evening Peak

0.0064Context-FIDUPLOTS (llama3)

Evaluation Results

Method	Links
UPLOTS (llama3)2026.06		0.0064	0.0048	0.1653
UPLOTS (GPT2)2026.06		0.0073	0.0059	0.1653
UPLOTS (GPT2)2026.06		0.0121	0.0129	0.1651
UPLOTS (llama3)2026.06		0.0134	0.0133	0.165
Diffusion-TS-ICLR20242026.06		0.0139	0.0063	0.1654
Diffusion-TS-ICLR20242026.06		0.0221	0.0221	0.1652
Diffusion-TS-ICLR20242026.06		0.0376	0.015	0.1648
TimeGAN-NIPS20192026.06		0.0619	0.0402	0.1684
UPLOTS (llama3)2026.06		0.0712	0.0085	0.1645
UPLOTS (GPT2)2026.06		0.0725	0.0091	0.1645
DiffTime-NIPS20232026.06		0.0866	0.0164	0.1654
DiffTime-NIPS20232026.06		0.0895	0.0139	0.1651
Diffwave-ICLR20212026.06		0.0995	0.0187	0.1655
Diffwave-ICLR20212026.06		0.0996	0.0184	0.1652
TimeGAN-NIPS20192026.06		0.1058	0.0144	0.1659
DiffTime-NIPS20232026.06		0.1208	0.0123	0.1646
Diffwave-ICLR20212026.06		0.1314	0.0145	0.1647
TimeDP-AAAI20252026.06		0.1417	0.0239	0.1655
TimeGAN-NIPS20192026.06		0.304	0.0252	0.1656
TimeDP-AAAI20252026.06		0.3246	0.0296	0.1653
TimeDP-AAAI20252026.06		0.5951	0.0239	0.1647
UPLOTS (Empty)2026.06		0.6286	0.121	0.1683
TimeVAE-Arxiv20222026.06		0.733	0.0716	0.1654
TimeVAE-Arxiv20222026.06		0.7564	0.0438	0.165
TimeVAE-Arxiv20222026.06		0.7798	0.0207	0.1652
UPLOTS (Empty)2026.06		1.5606	0.2103	0.1679
UPLOTS (Empty)2026.06		2.7541	0.2283	0.1678