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Han-Yuan Su

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#machine learning Preprint Sep 2026

Conformity Breaks Conformal Prediction

It is shown that a score-mechanism shift silently breaks conformal prediction in multi-agent LLM systems, where coverage falls from a calibrated 90% to 74% under unanimous-wrong peers at the standard alpha = 0.10 operating point.

Yi-Bo Hu, Han-Yuan Su · 0 citations