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cs.LG2025
MSGAT-GRU: A Multi-Scale Graph Attention and Recurrent Model for Spatiotemporal Road Accident Prediction
Thrinadh Pinjala, Aswin Ram Kumar Gannina, Debasis Dwibedy
Accurate prediction of road accidents remains challenging due to intertwined spatial, temporal, and contextual factors in urban traffic. We propose MSGAT-GRU, a multi-scale graph a…
cs.LG2025
A Data-Driven Probabilistic Framework for Cascading Urban Risk Analysis Using Bayesian Networks
Chunduru Rohith Kumar, PHD Surya Shanmuk, Prabhala Naga Srinivas +2
The increasing complexity of cascading risks in urban systems necessitates robust, data-driven frameworks to model interdependencies across multiple domains. This study presents a…