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

This work proposes HyperStyler, a novel architecture that decouples LAST into style selection and style realization, and demonstrates that HyperStyler consistently outperforms prior methods including LLM-based approaches and generalizes robustly across domains.

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