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Jin Huang

5 papers indexed

openalexFrontiers in Physics2026-07-23

Physical representation and cross scale dynamics modeling of digital trade network structure

Huihong Liu, Jin Huang, Lixi Zhao, Shuoguo Zhao

Introduction This study introduces an innovative framework for modeling the physical representation and cross scale dynamics of digital trade network structures, addressing limitations in traditional approaches that often fail to capture the hierarchical and semantic complexities…

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arxivcs.ROcs.IR2026-07-23

StARS: Socially Appropriate Robot Actions via a Recommender System-Driven Approach

Erencem Ozbey, Fethiye Irmak Dogan, Jin Huang, Hatice Gunes

Social appropriateness in human-robot interaction (HRI) is not universal: different people can judge the same robot action differently in the same situation. To capture this inter-subject variability, we reformulate socially appropriate action generation as a preference modelling…

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arxivcs.AI2026-07-08

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning

Qi Peng, Jiatong Li, Sirui Huang, Yiyang Jiang, Kaisong Gong, Ronger Ding, et al.

Large language models (LLMs) have emerged as important tools in healthcare, showing growing potential for clinical reasoning and patient care. This survey examines recent progress in medical LLMs, focusing on reasoning applications and requirements. We present a dual-view approac…

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arxivcs.HCcs.RO2026-07-06

Toward Personalized Social Robots for Child Well-being: Data Requirement Principles from a Recommender-System Perspective

Jin Huang, Eric Nichols, Fethiye Irmak Dogan, Hatice Gunes

Social robots are increasingly deployed in clinical settings to support the well-being of children, where effective support must be personalized to each child. Personalization, choosing the robot action best suited to each child, can be framed as a recommendation problem, and a r…

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