Advanced Graph Neural Networks
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Disorder can enhance stability in complex systems with higher-dimensional or nonreciprocal nodal dynamics, overturning previous beliefs about heterogeneity's destabilizing effects.
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AutoBioKG constructs highly accurate, context-aware biomedical knowledge graphs, outperforming baselines by 3.6-17.8 percentage points in zero-shot F1 across multiple datasets.
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