Bangladesh is in the floodplains of Ganges, Brahmaputra, and Meghna River delta, crisscrossed by an intricate web rivers. Although country highly prone to flooding, use state-of-the-art deep learning models predicting river water levels aid flood forecasting underexplored. Deep attention-based have shown high potential for accurately floods over space time. The present study aims develop a long...