Skip to content
Log in
Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yi Guo

h-index 16 View on Semantic Scholar

We have 2 of 74 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Open access Nov 2023

Exposition on Over-Squashing Problem of GNNs: Current Methods, Benchmarks and Challenges

Graph-based message-passing neural networks (MPNNs) have achieved remarkable success in both node and graph-level tasks. However, several identified problems, including over-smoothing (OSM), limited expressive power, and over-squashing (OSQ), still restrain the performance of MPNNs. In particular, the latest identified...

Dai Shi, Andi Han, Le-Quan Lin et al. · 26 citations · ⚡1
Open access Aug 2026

Exposition on Over-squashing Problem of GNNs: Current Methods, Benchmarks and Challenges.

This work presents an exposition of the OSQ problem by summarizing its various formulations in the current literature and categorizing existing solutions into three different types, and summarizes the empirical methods proposed by existing works to verify the efficiency of OSQ mitigation approaches.

Dai Shi, Andi Han, Lequan Lin et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.