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Bag of Tricks for Node Classification with Graph Neural Networks

Bag of Tricks for Node Classification with Graph Neural Networks

24 March 2021
Yangkun Wang
Jiarui Jin
Weinan Zhang
Yong Yu
Zheng-Wei Zhang
David Wipf
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Papers citing "Bag of Tricks for Node Classification with Graph Neural Networks"

14 / 14 papers shown
Title
How Does Message Passing Improve Collaborative Filtering?
How Does Message Passing Improve Collaborative Filtering?
Mingxuan Ju
William Shiao
Zhichun Guo
Yanfang Ye
Yozen Liu
Neil Shah
Tong Zhao
40
4
0
27 Mar 2024
Contextualized Messages Boost Graph Representations
Contextualized Messages Boost Graph Representations
Brian Godwin Lim
Galvin Brice Lim
Renzo Roel Tan
Kazushi Ikeda
AI4CE
72
2
0
19 Mar 2024
Which Modality should I use -- Text, Motif, or Image? : Understanding
  Graphs with Large Language Models
Which Modality should I use -- Text, Motif, or Image? : Understanding Graphs with Large Language Models
Debarati Das
Ishaan Gupta
Jaideep Srivastava
Dongyeop Kang
35
9
0
16 Nov 2023
Clarify Confused Nodes via Separated Learning
Clarify Confused Nodes via Separated Learning
Jiajun Zhou
Sheng Gong
Chenxuan Xie
Shanqing Yu
Qi Xuan
Xiaoniu Yang
Xiaoniu Yang
81
3
0
04 Jun 2023
Label Information Enhanced Fraud Detection against Low Homophily in
  Graphs
Label Information Enhanced Fraud Detection against Low Homophily in Graphs
Yuchen Wang
Jinghui Zhang
Zhengjie Huang
Weibin Li
Shi Feng
...
Dianhai Yu
Fang Dong
Jiahui Jin
Beilun Wang
Junzhou Luo
22
38
0
21 Feb 2023
LazyGNN: Large-Scale Graph Neural Networks via Lazy Propagation
LazyGNN: Large-Scale Graph Neural Networks via Lazy Propagation
Rui Xue
Haoyu Han
MohamadAli Torkamani
Jian Pei
Xiaorui Liu
GNN
31
19
0
03 Feb 2023
Graph Attention Multi-Layer Perceptron
Graph Attention Multi-Layer Perceptron
Wentao Zhang
Ziqi Yin
Zeang Sheng
Yang Li
Wenbin Ouyang
Xiaosen Li
Yangyu Tao
Zhi-Xin Yang
Bin Cui
GNN
AI4CE
27
99
0
09 Jun 2022
Trustworthy Graph Neural Networks: Aspects, Methods and Trends
Trustworthy Graph Neural Networks: Aspects, Methods and Trends
He Zhang
Bang Wu
Xingliang Yuan
Shirui Pan
Hanghang Tong
Jian Pei
45
104
0
16 May 2022
AutoHEnsGNN: Winning Solution to AutoGraph Challenge for KDD Cup 2020
AutoHEnsGNN: Winning Solution to AutoGraph Challenge for KDD Cup 2020
Jin Xu
Mingjian Chen
Jianqiang Huang
Xingyuan Tang
Ke Hu
Jian Li
Jia Cheng
Jun Lei
20
2
0
25 Nov 2021
Why Propagate Alone? Parallel Use of Labels and Features on Graphs
Why Propagate Alone? Parallel Use of Labels and Features on Graphs
Yangkun Wang
Jiarui Jin
Weinan Zhang
Yongyi Yang
Jiuhai Chen
Quan Gan
Yong Yu
Zheng-Wei Zhang
Zengfeng Huang
David Wipf
AAML
58
12
0
14 Oct 2021
Bag of Tricks for Training Deeper Graph Neural Networks: A Comprehensive
  Benchmark Study
Bag of Tricks for Training Deeper Graph Neural Networks: A Comprehensive Benchmark Study
Tianlong Chen
Kaixiong Zhou
Keyu Duan
Wenqing Zheng
Peihao Wang
Xia Hu
Zhangyang Wang
AAML
GNN
27
61
0
24 Aug 2021
Large-scale graph representation learning with very deep GNNs and
  self-supervision
Large-scale graph representation learning with very deep GNNs and self-supervision
Ravichandra Addanki
Peter W. Battaglia
David Budden
Andreea Deac
Jonathan Godwin
...
Wai Lok Sibon Li
Alvaro Sanchez-Gonzalez
Jacklynn Stott
S. Thakoor
Petar Velivcković
SSL
AI4CE
27
25
0
20 Jul 2021
Training Graph Neural Networks with 1000 Layers
Training Graph Neural Networks with 1000 Layers
Guohao Li
Matthias Muller
Guohao Li
V. Koltun
GNN
AI4CE
48
235
0
14 Jun 2021
Geom-GCN: Geometric Graph Convolutional Networks
Geom-GCN: Geometric Graph Convolutional Networks
Hongbin Pei
Bingzhen Wei
Kevin Chen-Chuan Chang
Yu Lei
Bo Yang
GNN
169
1,078
0
13 Feb 2020
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