Taylor T. Johnson

Uncertainty Quantification for Physics-Informed Traffic Graph Networks with Adversarial Attacks

This paper integrates multiple UQ baseline methods with physics-informed modeling to systematically investigate how physical constraints influence uncertainty estimation in traffic forecasting and proposes a physics-informed loss function that enhances the model's ability to capture physically consistent dynamics and i...