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cs.LG2025
Graph Neural Networks for Automatic Addition of Optimizing Components in Printed Circuit Board Schematics
Pascal Plettenberg, André Alcalde, Bernhard Sick +1
The design and optimization of Printed Circuit Board (PCB) schematics is crucial for the development of high-quality electronic devices. Thereby, an important task is to optimize d…
cs.LG2025
Flow-Attentional Graph Neural Networks
Pascal Plettenberg, Dominik Köhler, Bernhard Sick +1
Graph Neural Networks (GNNs) have become essential for learning from graph-structured data. However, existing GNNs do not consider the conservation law inherent in graphs associate…