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Warut Khern-am-nuai

1 paper hereh-index 13679 citations82 works total

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author position
  • middle author1

Across the 1 of 1 paper where every author was matched, so the position is known.

fields
  • cs.AI1

identity via Semantic Scholar / OpenAlex

collaborators

1 paper

cs.AI2026

Collective AI can amplify tiny perturbations into divergent decisions

Hajime Shimao, Warut Khern-am-nuai, Sung Joo Kim

Large language models are increasingly deployed not as single assistants but as committees whose members deliberate and then vote or synthesize a decision. Such systems are often e…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.