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Author

Xuefeng Du

2 papers indexed here

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Oct 2026

KGR-MAS: Knowledge Graph-Enhanced Multi-Agent LLM Framework for Evidence-Based Medical Diagnosis and Clinical Decision Support.

Large Language Models (LLMs) demonstrate significant potential in healthcare applications, yet they exhibit reasoning bias, information bottlenecks, and limited adaptability in complex clinical settings. To address these limitations, we propose KGR-MAS, which introduces an integrated control loop that couples (1) KG-de...

Li Yin, Xue-Feng Du, Yan-Qi Cheng et al. · 0 citations
Conference Open access Sep 2026

EVA-Gen: When Perception Learns from Value via Generative Models in Decentralized Multi-Agent Systems

This work proposes EVA-Gen (Epistemic Value Alignment via Generative Models) that establishes a cybernetic loop between generative perception and value based decision making, and forms the Value Conditioned Reconstruction Paradigm, establishing that optimal perception under resource constraints is functionally weighted...

Yu-Duo Zheng, Xue-Feng Du, Yan-Qi Cheng et al. · 0 citations

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