clinical decision support 1consumer welfare 1diagnostic inference 1executable reasoning 1gaming resistance 1guideline grounding 1incentive alignment 1large language models 1llm marketplaces 1mechanism design 1reputation systems 1
From the 2 of 6 linked papers with an AI index.
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cs.AI2026
Paying for Honesty Without Knowing the Truth: Reputation-Penalty Design for LLM Marketplace Agents
Mingdai Yang, Shicheng Fan, Kejing Yu +5
The paper proposes CARP, a reputation‑penalty mechanism that discourages LLM agents from fabricating product attributes without needing ground‑truth verification, and shows that co…
cs.AI2026
GuideSkill: Evolving Executable LLM Agent Skills for Guideline-Grounded Clinical Reasoning
Lang Cao, Yuhao Shen, Tianyang Luo +3
GuideSkill adds an external reasoning layer that turns disease guidelines into executable functions, allowing large language models to score diagnostic options and improve clinical…
cs.AI2026
MedGuideX: Internalizing Decision Logic from Executable Guidelines into Large Language Models for Clinical Reasoning
Yuhao Shen, Lang Cao, Simo Du +4
Clinical practice guidelines (CPGs) encode evidence-based decision logic that clinicians apply by evaluating patient variables, conditional criteria, and recommendation rules. Howe…