AI RESEARCH
Learning Multimodal Embeddings for Traffic Accident Prediction and Causal Estimation
arXiv CS.LG
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ArXi:2512.02920v3 Announce Type: replace We consider analyzing traffic accident patterns using both road network data and satellite images aligned to road graph nodes. Previous work for predicting accident occurrences relies primarily on road network structural features while overlooking physical and environmental information from the road surface and its surroundings. In this work, we construct a large multimodal dataset spanning six U. S.