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Home/Authors/Jiaheng Chen

Jiaheng Chen

1 indexed paper

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26

Top categories

Stats Theory×1Numerical Analysis×1Stats ML×1

Frequent co-authors

Daniel Sanz-Alonso1×

Research Timeline

2026
Optimal Multiscale Learning of Linear Operators

This paper analyzes the statistical and computational limits of learning bounded linear operators between Sobolev spaces from noisy data, and constructs a finite-resolution blockwise least-squares estimator achieving optimal rates.

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Papers

math.STmath.NAstat.MLTheoreticalRecentJun 15, 2026

Optimal Multiscale Learning of Linear Operators

Jiaheng Chen, Daniel Sanz-Alonso

This paper analyzes the statistical and computational limits of learning bounded linear operators between Sobolev spaces from noisy data, and constructs a finite-resolution blockwise least-squares est…

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