Long-term Time Series Forecasting on PM2.5 benchmark leaderboard · SOTA2 Research

Long-term Time Series Forecasting on PM2.5

0.319MSEPESD-TSF

Evaluation Results

Method	Links
PESD-TSF2026.05		0.319	0.375
PESD-TSF2026.05		0.387	0.407
PESD-TSF2026.05		0.387	0.403
PESD-TSF2026.05		0.387	0.407
PESD-TSF2026.05		0.42	0.42
PESD-TSF2026.05		0.422	0.43
TIMEBASE2026.05		0.425	0.448
TIMEBASE2026.05		0.426	0.433
TimeBase2026.05		0.428	0.437
TIMEBASE2026.05		0.428	0.437
TIMEBASE2026.05		0.429	0.432
TIMEBASE2026.05		0.432	0.435
DLINEAR2026.05		0.437	0.441
FITS2026.05		0.44	0.461
TIMEMIXER2026.05		0.445	0.449
PATCHTST2026.05		0.448	0.47
DLinear2026.05		0.449	0.457
DLINEAR2026.05		0.449	0.451
DLINEAR2026.05		0.449	0.457
FITS2026.05		0.45	0.453
PATCHTST2026.05		0.45	0.454
DLINEAR2026.05		0.454	0.458
FITS2026.05		0.455	0.46
SPARSETSF2026.05		0.456	0.479
DLINEAR2026.05		0.457	0.479
SPARSETSF2026.05		0.458	0.465
PatchTST2026.05		0.459	0.467
PATCHTST2026.05		0.459	0.467
FITS2026.05		0.46	0.469
FITS2026.05		0.46	0.469
iTRANS*2026.05		0.461	0.467
PATCHTST2026.05		0.461	0.465
TIMEMIXER2026.05		0.464	0.487
TimeMixer2026.05		0.465	0.474
TIMEMIXER2026.05		0.465	0.474
iTRANS*2026.05		0.466	0.474
SparseTSF2026.05		0.467	0.477
SPARSETSF2026.05		0.467	0.477
TIMEMIXER2026.05		0.473	0.475
SPARSETSF2026.05		0.475	0.482
PATCHTST2026.05		0.475	0.477
SPARSETSF2026.05		0.478	0.482
TIMEMIXER2026.05		0.479	0.483
iTrans*2026.05		0.48	0.492
iTRANS*2026.05		0.48	0.492
iTRANS*2026.05		0.489	0.514
FITS2026.05		0.495	0.501
iTRANS*2026.05		0.505	0.511