Time-series Generation on PEMS-SF benchmark leaderboard · SOTA2 Research

Time-series Generation on PEMS-SF

0.0138EM (W1)E4GEN

Evaluation Results

Method	Links
E4GEN2026.06		0.0138	1,473	0.7813	0.0154	0.298	0.34	0.1505	0.4667	0.6046
Diffusion-TS2026.06		0.0185	2,100	2.5681	0.02	0.3262	0.4283	0.2523	0.473	0.6254
HeavyDiff2026.06		0.0217	1,767	2.7466	0.0373	0.2817	0.3951	0.2133	0.4791	0.6213
FIDE2026.06		0.0242	25,025	2.0519	0.0279	4.1184	0.5097	0.2424	0.576	0.8926
SDForger2026.06		0.029	5,365	5.9978	0.0287	0.3428	0.3364	0.2174	0.4759	0.6466
TimeVAE2026.06		0.0321	5,517	1.6787	0.04	0.3642	0.3446	0.2809	0.6911	0.9729
F-Flow2026.06		0.0323	42,717	9.538	0.0378	1.1185	0.5896	0.1772	0.4918	0.623
TimeGAN2026.06		0.0649	11,176	3.3566	0.0732	0.6028	0.5959	0.3982	0.8045	0.9457
koVAE2026.06		0.071	16,200	2.4943	0.0785	0.8908	0.7015	0.464	0.6735	0.8006
DiffWave2026.06		0.1012	19,121	4.1817	0.1104	—	—	—	—	—