Author

Chanwoo Park

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Preprint Sep 2026

On Minimax Optimality and Uniqueness of Fixed-Step First-Order Methods for Smooth Convex Optimization

This paper considers the design of optimal fixed-step first-order methods for high-dimensional minimization of $L$-smooth convex functions. For optimizing worst-case performance measured via suboptimality of the final function value (relative to the initial squared distance to a minimizer), we provide an algebraic proo...

Benjamin Grimmer, Sunghyeon Jo, Chanwoo Park · 1 citation

#natural language process... Preprint Sep 2026

HyperStyler: Low-resource Authorship Style Transfer via Context-aware Style Navigation and Hypernetworks

Low-resource authorship style transfer (LAST) aims to rewrite text into the style of an arbitrary target author using only a few reference examples while preserving the original meaning. Existing methods often struggle to achieve both high style fidelity and semantic preservation because they compress diverse reference...

Jongkyung Shin, Minguk Jeon, Chanwoo Park et al. · 0 citations