Community-Structured CNN-LSTM with Dynamic Weather Attention for Bike-Sharing Demand Forecasting Across Multiple Cities
A CNN-LSTM architecture augmented with two components: a dynamic weather attention gate that conditions model output on forecast-horizon weather conditions and a community graph integration module that diffuses spatial context through a trip-volume-weighted adjacency matrix derived from Leiden community detection is pr...