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Updated: Jan 8, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems

Published on: June 13, 2025

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对GNN可解释性的新方法:通过层间对齐来蒸知识

Xiaoxia Zhang, Xingyu Liu, Guoyin Wang

    IEEE transactions on pattern analysis and machine intelligence
    |December 17, 2025
    PubMed
    概括

    我们开发了一个更简单的代理模型来解释复杂的图形神经网络 (GNN). 这种方法使用知识蒸与层间对齐,使GNN解释更加透明和高效.

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