Author

Sung-Ho Shin

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Preprint Aug 2026

ExaModels.jl: an Algebraic Modeling System for Nonlinear Programming on GPUs

Large-scale nonlinear programs almost always exhibit partially separable and repetitive structure, yet most existing algebraic modeling systems do not take advantage of it. A nonlinear optimization solver queries the objective, the constraints, and their derivatives at every iteration, so the speed of these evaluations...

Sung-Ho Shin, Michel Schanen, F. Pacaud et al. · 0 citations

#machine learning Preprint Sep 2026

Learning Linear Systems under Heavy-Tailed Noise: A Non-Asymptotic Analysis from A Single Trajectory

We establish non-asymptotic sample complexity bounds for the least-squares estimation of vector autoregressive models for exponentially stable systems with heavy-tailed noise based on a single observed trajectory. By assuming i.i.d. noise, bounded noise covariance, and persistent excitation, we show that the estimation...

Xiao-Mian Yang, Sung-Ho Shin · 0 citations