Long-term Time Series Forecasting on AQWAN benchmark leaderboard · SOTA2 Research

Long-term Time Series Forecasting on AQWAN

0.711MSEPESD-TSF

Evaluation Results

Method	Links
PESD-TSF2026.05		0.711	0.451
TIMEBASE2026.05		0.726	0.477
PATCHTST2026.05		0.735	0.467
SPARSETSF2026.05		0.758	0.486
PESD-TSF2026.05		0.76	0.478
TIMEBASE2026.05		0.761	0.492
TIMEMIXER2026.05		0.762	0.484
FITS2026.05		0.765	0.485
PESD-TSF2026.05		0.769	0.48
PESD-TSF2026.05		0.769	0.48
TimeBase2026.05		0.779	0.499
TIMEBASE2026.05		0.779	0.499
TIMEMIXER2026.05		0.779	0.492
TIMEBASE2026.05		0.783	0.502
iTRANS*2026.05		0.785	0.501
PATCHTST2026.05		0.792	0.5
PESD-TSF2026.05		0.793	0.494
FITS2026.05		0.795	0.51
iTRANS*2026.05		0.798	0.511
PATCHTST2026.05		0.804	0.525
PatchTST2026.05		0.81	0.513
SPARSETSF2026.05		0.81	0.531
PATCHTST2026.05		0.81	0.513
FITS2026.05		0.813	0.519
PESD-TSF2026.05		0.813	0.497
FITS2026.05		0.813	0.519
iTRANS*2026.05		0.818	0.537
TimeMixer2026.05		0.822	0.521
TIMEMIXER2026.05		0.822	0.521
SparseTSF2026.05		0.826	0.526
SPARSETSF2026.05		0.826	0.526
FITS2026.05		0.831	0.517
DLINEAR2026.05		0.835	0.531
DLINEAR2026.05		0.842	0.55
iTrans*2026.05		0.843	0.538
iTRANS*2026.05		0.843	0.538
TIMEBASE2026.05		0.847	0.524
SPARSETSF2026.05		0.851	0.542
TIMEMIXER2026.05		0.857	0.559
FITS2026.05		0.861	0.564
DLinear2026.05		0.883	0.56
SPARSETSF2026.05		0.883	0.546
DLINEAR2026.05		0.883	0.56
DLINEAR2026.05		0.884	0.558
TIMEMIXER2026.05		0.891	0.549
PATCHTST2026.05		0.909	0.561
iTRANS*2026.05		0.971	0.604
DLINEAR2026.05		0.972	0.6