DiRW: Path-Aware Digraph Learning for Heterophily

DiRW: Path-Aware Digraph Learning for Heterophily

14 October 2024

Papers citing "DiRW: Path-Aware Digraph Learning for Heterophily"

12 / 12 papers shown

Title
Rethinking Node-wise Propagation for Large-scale Graph Learning Miao Hu Jingyuan Ma Zhengyu Wu Daohan Su Wentao Zhang Ronghua Li Guoren Wang AI4CE 69 12 0 09 Feb 2024
LightDiC: A Simple yet Effective Approach for Large-scale Digraph Representation Learning Miao Hu Meihao Liao Zhengyu Wu Daohan Su Wentao Zhang Ronghua Li Guoren Wang AI4CE 63 8 0 22 Jan 2024
Breaking the Entanglement of Homophily and Heterophily in Semi-supervised Node Classification Henan Sun Miao Hu Zhengyu Wu Daohan Su Ronghua Li Guoren Wang 55 12 0 07 Dec 2023
MGC: A Complex-Valued Graph Convolutional Network for Directed Graphs Jie M. Zhang Bo Hui P. Harn Minmin Sun Wei-Shinn Ku 34 8 0 14 Oct 2021
BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation Mingguo He Zhewei Wei Zengfeng Huang Hongteng Xu 97 223 0 21 Jun 2021
Directed Acyclic Graph Neural Networks Veronika Thost Jie Chen GNN AI4CE 52 107 0 20 Jan 2021
Combining Label Propagation and Simple Models Out-performs Graph Neural Networks Qian Huang Horace He Abhay Singh Ser-Nam Lim Austin R. Benson 66 283 0 27 Oct 2020
SIGN: Scalable Inception Graph Neural Networks Fabrizio Frasca Emanuele Rossi D. Eynard B. Chamberlain M. Bronstein Federico Monti GNN 103 394 0 23 Apr 2020
Unifying Graph Convolutional Neural Networks and Label Propagation Hongwei Wang J. Leskovec GNN 81 168 0 17 Feb 2020
Optuna: A Next-generation Hyperparameter Optimization Framework Takuya Akiba Shotaro Sano Toshihiko Yanase Takeru Ohta Masanori Koyama 417 5,714 0 25 Jul 2019
Link Prediction Based on Graph Neural Networks Muhan Zhang Yixin Chen GNN 66 1,912 0 27 Feb 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 384 19,991 0 30 Oct 2017