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		<title>MFGCN machine-learning model outperforms baselines in global enterprise financial-crisis warning study</title>
		<link>https://bioengineer.org/mfgcn-machine-learning-model-outperforms-baselines-in-global-enterprise-financial-crisis-warning-study/</link>
		
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		<pubDate>Tue, 20 Oct 2026 19:04:32 +0000</pubDate>
				<category><![CDATA[Technology]]></category>
		<category><![CDATA[domain generalization]]></category>
		<category><![CDATA[early warning]]></category>
		<category><![CDATA[enterprise financial crisis]]></category>
		<category><![CDATA[graph neural networks]]></category>
		<category><![CDATA[heterogeneous]]></category>
		<category><![CDATA[heterogeneous data fusion]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[MFGCN]]></category>
		<category><![CDATA[multi]]></category>
		<category><![CDATA[robustness testing]]></category>
		<category><![CDATA[source]]></category>
		<category><![CDATA[spatiotemporal modelling]]></category>
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					<description><![CDATA[A retrospective study of 15,000 companies found that the MFGCN machine-learning framework outperformed tested baselines in two-quarter financial-crisis warning while remaining sensitive to relationship-data quality and computational cost.]]></description>
		
		
		
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