Equilibrium State Estimation on Synthetic data benchmark leaderboard · SOTA2 Research

Equilibrium State Estimation on Synthetic data

0.04Cost (5 Systems, mins)ARIMA

Evaluation Results

Method	Links
ARIMA2026.06		0.04	0.09	0.18
ARIMA2026.06		0.04	0.09	0.17
ARIMA2026.06		0.04	0.08	0.17
ESE2026.06		0.18	0.25	0.28
ESE2026.06		0.19	0.24	0.31
ARIMA2026.06		0.19	0.26	0.29
ESE2026.06		0.2	0.24	0.28
ARIMA2026.06		0.2	0.25	0.32
ARIMA2026.06		0.21	0.25	0.29
Informer2026.06		0.36	0.43	0.44
Informer2026.06		0.36	0.41	0.48
PatchTST2026.06		0.37	0.43	0.46
Informer2026.06		0.38	0.42	0.46
PatchTST2026.06		0.38	0.43	0.49
PatchTST2026.06		0.39	0.43	0.46
DeepAR2026.06		0.41	0.48	0.51
DeepAR2026.06		0.42	0.48	0.52
DeepAR2026.06		0.42	0.47	0.53
LSTM2026.06		0.43	0.5	0.51
LSTM2026.06		0.43	0.48	0.56
LSTM2026.06		0.46	0.48	0.54
Dlinear2026.06		0.46	0.52	0.6
Dlinear2026.06		0.47	0.54	0.57
Dlinear2026.06		0.5	0.53	0.58
Informer2026.06		0.84	1.68	3.49
Informer2026.06		0.88	1.8	3.31
Informer2026.06		0.9	1.76	3.51
PatchTST2026.06		0.95	1.91	3.59
PatchTST2026.06		0.97	1.82	3.67
PatchTST2026.06		0.97	1.96	3.63
DeepAR2026.06		1.11	2.41	4.79
DeepAR2026.06		1.14	2.31	4.68
DeepAR2026.06		1.15	2.29	4.41
LSTM2026.06		1.21	2.47	4.89
LSTM2026.06		1.27	2.5	4.76
LSTM2026.06		1.28	2.37	5.1
Dlinear2026.06		1.36	2.82	5.71
Dlinear2026.06		1.47	2.92	5.89
Dlinear2026.06		1.48	2.9	5.92