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Articles

Hierarchical knowledge distillation framework for efficient node influence prediction in large-scale complex networks

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By Xiaomo Yu, Jiajia Liu, Ling Tang, Jie Mi, Long Long
| Nature Verified
Abstract Node influence prediction is fundamental to epidemic control, viral marketing, and infrastructure resilience, yet traditional susceptible-infected-recovered (SIR) simulations require \(O(n \cdot R)\) computational operations, rendering real-time applications infeasible for large-scale networks.
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Using a two-stage D-Optimal mode to select equipment for flexible manufacturing systems - Scientific Reports

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By Xiaomo Yu, Jie Mi, Jiajia Liu, Long Long, Xiuming Li, Qinglian Mo
| Nature Verified
Abstract Using a case study from the electronics sector, this research attempts to optimize equipment selection in flexible manufacturing systems (FMS) in order to save costs, improve procedures, and increase production efficiency. To assess equipment combinations, we use a two-stage D-Optimal design in conjunction with discrete event simulation. We compute a weighted response-surface value “y” based on important production indices (such as production rate, waste, and cycle time).
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Construction of Biaryl Skeletons Initiated with Benzyne Insertion into C═S Double Bond of Pyridine‐2(1H)‐thiones

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By Long Long, Liyuan Chen, Liu Wu, Hanxue Fu
| Wiley Online Library Verified
Benzyne insertion reactions have become a versatile strategy for introducing diverse functional groups onto the benzene ring under transition-metal-free conditions. However, research on employing this method to introduce aryl/alkenyl groups onto the benzene ring is rather limited, with constrained structural scopes.
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