TopoFlow embeds topography and wind into a vision transformer via attention and patch reordering, cutting PM2.5 RMSE to 9.71 μg/m³ and beating operational systems by 71-80%.
A Correction Method of Environmental Meteorological Model Based on Long-Short-Term Memory Neural Network.Earth and Space Science, 6(12):2423– 2434
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
TopoFlow: Topography-aware Pollutant Flow Learning for High-Resolution Air Quality Prediction
TopoFlow embeds topography and wind into a vision transformer via attention and patch reordering, cutting PM2.5 RMSE to 9.71 μg/m³ and beating operational systems by 71-80%.