Potential failures of physics-informed machine learning in traffic flow modeling: theoretical and experimental analysis. - Yuan-Zheng Lei; Yaobang Gong; Dianwei Chen; Yao Cheng; Xianfeng Terry Yang (CoRR, 2025)

Reconstructing Physics-Informed Machine Learning for Traffic Flow Modeling: a Multi-Gradient Descent and Pareto Learning Approach. - Yuan-Zheng Lei; Yaobang Gong; Dianwei Chen; Yao Cheng; Xianfeng Terry Yang (CoRR, 2025)