Spectral Graph Pruning Against Over-Squashing and Over-Smoothing

6 April 2024

Papers citing "Spectral Graph Pruning Against Over-Squashing and Over-Smoothing"

8 / 8 papers shown

Title
Deeper with Riemannian Geometry: Overcoming Oversmoothing and Oversquashing for Graph Foundation Models Li Sun Zhenhao Huang Ming Zhang Philip S. Yu 105 1 0 20 Oct 2025
RareAgent: Self-Evolving Reasoning for Drug Repurposing in Rare Diseases Lang Qin Zijian Gan Xu Cao Pengcheng Jiang Yankai Jiang Jiawei Han Kaishun Wu Jintai Chen LRM 92 0 0 07 Oct 2025
Memorization in Graph Neural Networks Adarsh Jamadandi Jing Xu Adam Dziedzic Franziska Boenisch GNN 258 0 0 26 Aug 2025
Understanding and Tackling Over-Dilution in Graph Neural NetworksKnowledge Discovery and Data Mining (KDD), 2025 Junhyun Lee Veronika Thost Bumsoo Kim Jaewoo Kang Tengfei Ma 79 2 0 22 Aug 2025
Mitigating Over-Squashing in Graph Neural Networks by Spectrum-Preserving Sparsification Langzhang Liang Fanchen Bu Zixing Song Zenglin Xu Shirui Pan Kijung Shin 146 0 0 19 Jun 2025
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-PassingInternational Conference on Learning Representations (ICLR), 2025 Diaaeldin Taha James Chapman Marzieh Eidi Karel Devriendt Guido Montúfar 128 1 0 06 Jun 2025
HAM: A Hyperbolic Step to Regulate Implicit Bias Tom Jacobs Advait Gadhikar Celia Rubio-Madrigal R. Burkholz 168 0 0 03 Jun 2025
Oversmoothing, Oversquashing, Heterophily, Long-Range, and more: Demystifying Common Beliefs in Graph Machine Learning Adrian Arnaiz-Rodriguez Federico Errica AI4CE 268 6 0 21 May 2025