Haobo Yang

2 papers indexed

arxivcs.LGcs.AI2026-06-29

Transformer Architectures as Complete Bayes Processes: A Formal Proof in the Measure-Theoretic Kernel Framework

We present a complete formal proof that transformer architectures, when their internal update mechanisms satisfy a Bayes joint-distribution condition, implement exact Bayesian posterior inference. Working within the measure-theoretic kernel framework, we define a hierarchy of abs…

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arxivcs.AIcs.CYcs.HC2026-06-29

Using Large Language Models as Low-Cost Statistical Estimators for Human-Response Data

Haobo Yang

Quantitative research across the social and behavioral sciences depends on human subject experiments that are expensive, slow, and subject to sampling bias. Here we show that pretrained large language models induce risk-equivalent estimators of conditional expectations under squa…

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