Graph neural networks for road safety modeling: datasets and evaluations for accident analysis

A Nippani, D Li, H Ju… - Advances in Neural …, 2024 - proceedings.neurips.cc
We consider the problem of traffic accident analysis on a road network based on road
network connections and traffic volume. Previous works have designed various deep …

XTraffic: A Dataset Where Traffic Meets Incidents with Explainability and More

X Gou, Z Li, T Lan, J Lin, Z Li, B Zhao, C Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Long-separated research has been conducted on two highly correlated tracks: traffic and
incidents. Traffic track witnesses complicating deep learning models, eg, to push the …