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Minsuk Kim

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#artificial intelligence Review Oct 2026

Evaluating LLM-Generated Preference Distributions

Large Language Models (LLMs) are increasingly used as probabilistic generators for simulation, synthetic data generation, and decision support in settings where real-world data are unavailable. Yet, the structure and reliability of the distributions they produce remain understudied. Here, we systematically analyze LLM-...

Fan Huang, Minsuk Kim, C. Diggans et al. · 0 citations
Preprint Aug 2026

Criticality and universality in network dismantling

The proposed percolation process displays a universal phase transition, characterized by the abrupt and simultaneous disappearance of both the giant connected component and the largest 2-core, across networks with markedly different degree distributions, indicating that the physics of network dismantling is insensitive...

L. Cirigliano, Claudio Castellano, Minsuk Kim et al. · 0 citations

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