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Rethinking the Capacity of Graph Neural Networks for Branching Strategy
Feb. 13, 2024, 5:42 a.m. | Ziang Chen Jialin Liu Xiaohan Chen Xinshang Wang Wotao Yin
cs.LG updates on arXiv.org arxiv.org
Although message-passing GNN (MP-GNN), as the simplest GNN structure, is frequently employed in the existing literature to learn SB scores, we prove a fundamental limitation in its expressive power -- there exist two MILP instances …
algorithm capacity cs.lg gnn gnns graph graph neural networks heuristics linear math.oc mixed networks neural networks paper strategy
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