AirCade, a Transformer-based air quality forecaster with attention masking and future weather inputs, reports up to 25% relative MAPE improvement on the KnowAir dataset, though the causal mechanism is not validated.
Crossgnn: Confronting noisy multivariate time series via cross interaction refinement,
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Spatiotemporal Causal Decoupling Model for Air Quality Forecasting
AirCade, a Transformer-based air quality forecaster with attention masking and future weather inputs, reports up to 25% relative MAPE improvement on the KnowAir dataset, though the causal mechanism is not validated.