Air Quality Forecasting on KnowAir benchmark leaderboard · SOTA2 Research

Air Quality Forecasting on KnowAir

7.58MAEOmniAir

Evaluation Results

Method	Links
OmniAir2026.01		7.58	11.85	42.52
PM2.5GNN2026.01		8.12	12.81	46.75
STID2026.01		8.14	12.65	48.42
STGCN2026.01		8.25	12.69	46.21
AirFormer2026.01		8.26	12.68	45.49
AGCRN2026.01		8.41	13.08	48.64
OmniAir2026.01		8.43	12.77	48.31
OmniAir2026.01		8.43	12.77	48.31
OmniAir2026.01		8.51	12.86	48.45
PM2.5GNN2026.01		9.06	14.05	54.25
PM2.5GNN2026.01		9.06	14.05	54.25
PM2.5GNN2026.01		9.12	14.08	52.19
STGCN2026.01		9.18	14.02	53.86
STGCN2026.01		9.18	13.82	54.02
STGCN2026.01		9.18	14.02	53.86
OmniAir2026.01		9.19	13.59	53.95
AirFormer2026.01		9.2	13.76	52.96
AirFormer2026.01		9.2	13.76	52.96
AirFormer2026.01		9.21	13.75	52.28
AirPhyNet2026.01		9.28	14.16	57.12
STID2026.01		9.33	14.06	58.98
STID2026.01		9.33	14.06	58.98
STID2026.01		9.35	14.12	58.45
GWNet2026.01		9.38	13.98	56.68
AGCRN2026.01		9.56	14.45	57.87
AGCRN2026.01		9.56	14.45	57.87
AGCRN2026.01		9.58	14.43	56.82
PM2.5GNN2026.01		9.94	15.25	63.81
STGCN2026.01		10.11	15.56	61.35
AirFormer2026.01		10.12	14.86	61.12
GAGNN2026.01		10.15	15.24	59.26
GWNet2026.01		10.36	15.08	63.45
GWNet2026.01		10.36	15.08	63.45
STID2026.01		10.49	15.42	70.08
AirPhyNet2026.01		10.52	15.74	66.27
AirPhyNet2026.01		10.52	15.74	66.27
GWNet2026.01		10.62	15.35	64.85
AirPhyNet2026.01		10.65	15.86	67.05
AGCRN2026.01		10.68	15.85	68.16
GWNet2026.01		11.08	15.92	68.82
GAGNN2026.01		11.25	16.81	67.49
GAGNN2026.01		11.25	16.81	67.49
AirPhyNet2026.01		11.62	17.21	74.65
GAGNN2026.01		11.91	17.35	69.85
GAGNN2026.01		12.19	19.85	73.35
NEST2026.05		14.87	22.89	—
MAGE2026.05		15.36	23.42	—
PatchSTG2026.05		16.08	24.7	—
Air-DualODE2026.05		18.64	29.37	—