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Cross-Space Adaptive Filter: Integrating Graph Topology and Node
  Attributes for Alleviating the Over-smoothing Problem

Cross-Space Adaptive Filter: Integrating Graph Topology and Node Attributes for Alleviating the Over-smoothing Problem

26 January 2024
Chen Huang
Haoyang Li
Yifan Zhang
Wenqiang Lei
Jiancheng Lv
ArXivPDFHTML

Papers citing "Cross-Space Adaptive Filter: Integrating Graph Topology and Node Attributes for Alleviating the Over-smoothing Problem"

6 / 6 papers shown
Title
CONSTRUCTA: Automating Commercial Construction Schedules in Fabrication Facilities with Large Language Models
CONSTRUCTA: Automating Commercial Construction Schedules in Fabrication Facilities with Large Language Models
Yifan Zhang
Xue Yang
48
0
0
17 Feb 2025
Confidence May Cheat: Self-Training on Graph Neural Networks under
  Distribution Shift
Confidence May Cheat: Self-Training on Graph Neural Networks under Distribution Shift
Hongrui Liu
Binbin Hu
Xiao Wang
Chuan Shi
Zhiqiang Zhang
Jun Zhou
90
52
0
27 Jan 2022
Be Confident! Towards Trustworthy Graph Neural Networks via Confidence
  Calibration
Be Confident! Towards Trustworthy Graph Neural Networks via Confidence Calibration
Xiao Wang
Hongrui Liu
Chuan Shi
Cheng Yang
UQCV
93
113
0
29 Sep 2021
AdaGNN: Graph Neural Networks with Adaptive Frequency Response Filter
AdaGNN: Graph Neural Networks with Adaptive Frequency Response Filter
Yushun Dong
Kaize Ding
B. Jalaeian
Shuiwang Ji
Jundong Li
56
59
0
26 Apr 2021
Beyond Low-frequency Information in Graph Convolutional Networks
Beyond Low-frequency Information in Graph Convolutional Networks
Deyu Bo
Xiao Wang
C. Shi
Huawei Shen
GNN
87
554
0
04 Jan 2021
Representation Learning on Graphs with Jumping Knowledge Networks
Representation Learning on Graphs with Jumping Knowledge Networks
Keyulu Xu
Chengtao Li
Yonglong Tian
Tomohiro Sonobe
Ken-ichi Kawarabayashi
Stefanie Jegelka
GNN
229
1,935
0
09 Jun 2018
1