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Yu-Shiou Lin

Department of Industrial Engineering and Operations Research & Data Science Institute, Columbia University

Department of Industrial Engineering and Operations Research

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Model-Free Assessment of Simulator Fidelity via Quantile Curves

Number of pages: 35 Posted: 04 Feb 2026
Yu-Shiou Lin, Kaizheng Wang and Garud Iyengar
Department of Industrial Engineering and Operations Research & Data Science Institute, Columbia University, Department of Industrial Engineering and Operations Research & Data Science Institute, Columbia University and Columbia University - Department of Industrial Engineering and Operations Research (IEOR)
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Abstract:

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Simulation, Quantile function estimation, Human-AI alignment, Conformal inference, Output Uncertainty Quantification