From Relational Pooling to Subgraph GNNs: A Universal Framework for More Expressive Graph Neural Networks

8 May 2023

Papers citing "From Relational Pooling to Subgraph GNNs: A Universal Framework for More Expressive Graph Neural Networks"

12 / 12 papers shown

Title
Do Graph Diffusion Models Accurately Capture and Generate Substructure Distributions? X. Wang Y. Liu Lexi Pang Siwei Chen Muhan Zhang DiffM 89 0 0 04 Feb 2025
Towards Stable, Globally Expressive Graph Representations with Laplacian Eigenvectors Junru Zhou Cai Zhou Xiyuan Wang Pan Li Muhan Zhang 30 0 0 13 Oct 2024
Fine-Grained Expressive Power of Weisfeiler-Leman: A Homomorphism Counting Perspective Junru Zhou Muhan Zhang 18 0 0 04 Oct 2024
Foundations and Frontiers of Graph Learning Theory Yu Huang Min Zhou Menglin Yang Zhen Wang Muhan Zhang Jie Wang Hong Xie Hao Wang Defu Lian Enhong Chen AI4CE GNN 43 2 0 03 Jul 2024
On the Theoretical Expressive Power and the Design Space of Higher-Order Graph Transformers Cai Zhou Rose Yu Yusu Wang 22 7 0 04 Apr 2024
GTAGCN: Generalized Topology Adaptive Graph Convolutional Networks Sukhdeep Singh Anuj Sharma Vinod Kumar Chauhan 18 0 0 22 Mar 2024
Efficient Subgraph GNNs by Learning Effective Selection Policies Beatrice Bevilacqua Moshe Eliasof E. Meirom Bruno Ribeiro Haggai Maron 18 13 0 30 Oct 2023
Extending the Design Space of Graph Neural Networks by Rethinking Folklore Weisfeiler-Lehman Jiarui Feng Lecheng Kong Hao Liu Dacheng Tao Fuhai Li Muhan Zhang Yixin Chen 36 10 0 05 Jun 2023
Boosting the Cycle Counting Power of Graph Neural Networks with I $^2$ -GNNs Yinan Huang Xingang Peng Jianzhu Ma Muhan Zhang 76 46 0 22 Oct 2022
A Theoretical Comparison of Graph Neural Network Extensions Pál András Papp Roger Wattenhofer 92 45 0 30 Jan 2022
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 178 907 0 02 Mar 2020
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 231 3,202 0 24 Nov 2016