Improving hierarchical graph pooling with information bottleneck

Abstract Hierarchical graph pooling has received significant attention in recent years due to its capability to capture hierarchical structures and deliver superior performance on graph-level tasks. However, most existing methods design pooling layers empirically and lack a unified theoretical frame...

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Bibliographic Details
Published in:Journal of King Saud University: Computer and Information Sciences
Main Authors: Jun Long, Zidong Wang, Tingxuan Chen, Liu Yang
Format: Article
Language:English
Published: Springer 2025-05-01
Subjects:
Online Access:https://doi.org/10.1007/s44443-025-00046-x