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Kunwoong Kim

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#artificial intelligence Preprint Oct 2026

Who's Behind the Text? Robust Model Authorship Attribution

As large language models (LLMs) are increasingly used to generate text, their misuse has become a growing societal problem, with implications for academic misconduct, model distillation, and cyberattacks. For these reasons, Model Authorship Attribution (MAA), which identifies the source model of a given text, is import...

Minseok Ko, Hyunseok Lee, Woo-Min Song et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Deep Barycentric Regression for Optimal Transport Map Estimation and its Statistical Optimality

The optimal transport (OT) map provides a geometric transformation for aligning probability distributions and has become a useful tool in machine learning. However, existing estimators of the OT map still exhibit a gap between sharp statistical guarantees and practical parametric estimation based on stable training obj...

Kunwoong Kim, Insung Kong, Yongdai Kim · 0 citations

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