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Nancy Guo

2 accepted papers

2026

On the Eligibility of LLMs for Counterfactual Reasoning: A Decompositional Study

ICLR 2026poster

Counterfactual reasoning has emerged as a crucial technique for generalizing the reasoning capabilities of large language models (LLMs). By generating and analyzing counterfactual scenarios, researchers can assess the adaptability and reliability of model decision-making. Although prior work has sho…

Cited by 0SourceScholar
2026

Small Agent Group is the Future of Digital Health

ICML 2026poster

The rapid adoption of large language models (LLMs) in digital health has been driven by a "scaling-first" philosophy, i.e., the assumption that clinical intelligence increases with model size and data. However, real-world clinical needs include not only effectiveness, but also reliability and reason…

Cited by 0SourceScholar