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Causal-Based Supervision of Attention in Graph Neural Network: A Better
  and Simpler Choice towards Powerful Attention

Causal-Based Supervision of Attention in Graph Neural Network: A Better and Simpler Choice towards Powerful Attention

22 May 2023
Hongjun Wang
Jiyuan Chen
Lun Du
Qiang Fu
Shi Han
Xuan Song
    CML
    GNN
ArXivPDFHTML

Papers citing "Causal-Based Supervision of Attention in Graph Neural Network: A Better and Simpler Choice towards Powerful Attention"

7 / 7 papers shown
Title
Causality-Aware Next Location Prediction Framework based on Human Mobility Stratification
Causality-Aware Next Location Prediction Framework based on Human Mobility Stratification
Xiaojie Yang
Z. Fan
Hangli Ge
Takashi Michikata
Ryosuke Shibasaki
Noboru Koshizuka
34
0
0
23 Mar 2025
When Graph Neural Network Meets Causality: Opportunities, Methodologies
  and An Outlook
When Graph Neural Network Meets Causality: Opportunities, Methodologies and An Outlook
Wenzhao Jiang
Hao Liu
Hui Xiong
CML
AI4CE
24
2
0
19 Dec 2023
Evolving Attention with Residual Convolutions
Evolving Attention with Residual Convolutions
Yujing Wang
Yaming Yang
Jiangang Bai
Mingliang Zhang
Jing Bai
J. Yu
Ce Zhang
Gao Huang
Yunhai Tong
ViT
24
32
0
20 Feb 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
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
167
1,058
0
13 Feb 2020
Multi-scale Attributed Node Embedding
Multi-scale Attributed Node Embedding
Benedek Rozemberczki
Carl Allen
Rik Sarkar
GNN
145
828
0
28 Sep 2019
Interaction Networks for Learning about Objects, Relations and Physics
Interaction Networks for Learning about Objects, Relations and Physics
Peter W. Battaglia
Razvan Pascanu
Matthew Lai
Danilo Jimenez Rezende
Koray Kavukcuoglu
AI4CE
OCL
PINN
GNN
255
1,394
0
01 Dec 2016
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