
论文链接:https://proceedings.mlr.press/v162/huang22l/huang22l.pdf
本文基于置换敏感的聚合机制设计了一种强大而高效的图神经网络,它在保证表达能力的同时,先后借助近似置换不变性的思想与线性置换采样策略,显著降低了计算复杂度。如何利用置换敏感的图神经网络在表达能力上的天然优势,在表达能力和计算复杂度之间寻找均衡,将是未来富有前景的研究方向。

2022-07-31 22:18:00 【智源社区】

论文链接:https://proceedings.mlr.press/v162/huang22l/huang22l.pdf
本文基于置换敏感的聚合机制设计了一种强大而高效的图神经网络,它在保证表达能力的同时,先后借助近似置换不变性的思想与线性置换采样策略,显著降低了计算复杂度。如何利用置换敏感的图神经网络在表达能力上的天然优势,在表达能力和计算复杂度之间寻找均衡,将是未来富有前景的研究方向。


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