Time Series Generation on PEMS08 benchmark leaderboard · SOTA2 Research

Time Series Generation on PEMS08

0.0261Context-FIDUPLOTS (GPT2)

Evaluation Results

Method	Links
UPLOTS (GPT2)2026.06		0.0261	0.0096	0.212
UPLOTS (llama3)2026.06		0.0266	0.0092	0.212
UPLOTS (GPT2)2026.06		0.0291	0.0134	0.2121
UPLOTS (llama3)2026.06		0.0296	0.0111	0.2119
UPLOTS (llama3)2026.06		0.0296	0.0124	0.212
Diffusion-TS2026.06		0.0298	0.0096	0.2123
UPLOTS (GPT2)2026.06		0.0328	0.0109	0.212
Diffwave2026.06		0.0361	0.0161	0.2123
DiffTime2026.06		0.0371	0.0123	0.2122
Diffusion-TS2026.06		0.0395	0.0297	0.2122
DiffTime2026.06		0.0421	0.0123	0.2122
TimeDP2026.06		0.0421	0.0117	0.2123
Diffwave2026.06		0.0472	0.0148	0.2123
TimeGAN2026.06		0.0494	0.0197	0.2128
TimeDP2026.06		0.0541	0.0224	0.2122
TimeDP2026.06		0.0547	0.0144	0.2122
TimeVAE2026.06		0.0811	0.0113	0.2121
UPLOTS (Empty)2026.06		0.1125	0.0127	0.2122
TimeGAN2026.06		0.1194	0.0359	0.2149
TimeVAE2026.06		0.1483	0.0148	0.2122
DiffTime2026.06		0.1574	0.0149	0.2122
TimeVAE2026.06		0.1684	0.018	0.2122
Diffwave2026.06		0.1684	0.0164	0.2123
TimeGAN2026.06		0.1685	0.0226	0.2125
UPLOTS (Empty)2026.06		0.217	0.0427	0.2122
UPLOTS (Empty)2026.06		0.2177	0.0469	0.2121
Diffusion-TS2026.06		0.9696	0.0142	0.2121