Author

Haohan Wang

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Open access Sep 2026

Stratifying Alzheimer’s disease by patient-specific genetic signatures reveals cognition-linked and cross-disease heterogeneity

A heteroscedastic personalized regression framework is introduced to move beyond cohort-averaged associations and construct individualized single-nucleotide polymorphism (SNP) profiles for each subject, showing that model-derived individualized SNP-score profiles can reveal latent structure associated with cognitive an...

Jia-Hui Zhang, Zi-Yu Yu, Xing-Cai Zhang et al. · npj Dementia · 0 citations

Preprint Aug 2026

Understanding Content Moderation in Large Language Models through Restricted Books: From Refusal to Warning

The central finding is a zero-refusal phenomenon: modern LLMs decline to discuss restricted books in only 0.07% of cases, effectively invalidating the premise of jailbreaking research for this content class.

Xuchen Yu, Emily Knox, Hao-Han Wang · 0 citations

2025

Evaluating the Inductive Abilities of Large Language Models: Why Chain-of-Thought Reasoning Sometimes Hurts More Than Helps

This work presents a theoretical framework that reveals how reasoning steps can amplify error through three failure modes: incorrect sub-task decomposition, incorrect sub-task solving, and incorrect final answer summarization, and introduces structured interventions that adapt CoT generation according to the identified...

Haibo Jin, Peiyan Zhang, Man Luo et al. · Neural Information Processin... · 1 citation