Kaoutar Belhoucine

Heterophily Limits Spatial Graph Encoding for PM2.5 Forecasting in IoT Smart Cities

Graph neural networks are widely assumed to improve air-quality forecasting as the spatial heterogeneity of Internet of Things monitoring networks grows.We test this on a reproducible four-network benchmark under identical preprocessing, comparing a temporal-only Transformer against three graph architectures, and we in...