default author photo

Zhihao Zhao

affiliation not provided to SSRN

SCHOLARLY PAPERS

2

DOWNLOADS

43

TOTAL CITATIONS

0

Scholarly Papers (2)

Flexible Yet Interpretable: Learning Arbitrary Random Parameter Distributions for Mixed Logit with Normalizing Flows

Number of pages: 50 Posted: 13 May 2026
Renbin Pan, Minyu Shen, Zhihao Zhao and Li Dong
Southwestern University of Finance and Economics (SWUFE), Southwestern University of Finance and Economics (SWUFE), affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 23 (1,570,077)

Abstract:

Loading...

Discrete choice models, Preference heterogeneity, Mixed Logit, Normalizing Flows, Random parameter distribution, Deep learning

Flexible Yet Interpretable: Learning Arbitrary Random Parameter Distributions for Mixed Logit with Normalizing Flows

Number of pages: 49 Posted: 19 May 2026
Renbin Pan, Minyu Shen, Zhihao Zhao and Li Dong
Southwestern University of Finance and Economics (SWUFE), Southwestern University of Finance and Economics (SWUFE), affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 8 (1,635,165)

Abstract:

Loading...

Discrete choice models, Preference heterogeneity, Mixed Logit, Normalizing Flows, Random parameter distribution, Deep learning

2.

End-to-End Nonparametric Traffic User Equilibrium Learning via Variational Inequality–Constrained Physics-Informed Graph Networks

Number of pages: 57 Posted: 13 May 2026
Zhihao Zhao, Minyu Shen, Zeqiang Ren, Feng Xiao and Lu Li
affiliation not provided to SSRN, Southwestern University of Finance and Economics (SWUFE), affiliation not provided to SSRN, Southwestern University of Finance and Economics (SWUFE) and Sichuan University
Downloads 12 (1,526,714)

Abstract:

Loading...

Traffic assignment, User equilibrium, End-to-end learning, Variational inequality, Physics-informed graph neural network