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GANI: Global Attacks on Graph Neural Networks via Imperceptible Node
  Injections

GANI: Global Attacks on Graph Neural Networks via Imperceptible Node Injections

23 October 2022
Junyuan Fang
Haixian Wen
Jiajing Wu
Qi Xuan
Zibin Zheng
Chi K. Tse
    AAML
ArXivPDFHTML

Papers citing "GANI: Global Attacks on Graph Neural Networks via Imperceptible Node Injections"

11 / 11 papers shown
Title
Quantifying the Noise of Structural Perturbations on Graph Adversarial Attacks
Quantifying the Noise of Structural Perturbations on Graph Adversarial Attacks
Junyuan Fang
Han Yang
Haixian Wen
Jiajing Wu
Zibin Zheng
Chi K. Tse
AAML
46
0
0
29 Apr 2025
SINCon: Mitigate LLM-Generated Malicious Message Injection Attack for Rumor Detection
SINCon: Mitigate LLM-Generated Malicious Message Injection Attack for Rumor Detection
Mingqing Zhang
Qiang Liu
Xiang Tao
Shu Wu
Liang Wang
22
0
0
07 Apr 2025
Efficient Parallel Genetic Algorithm for Perturbed Substructure Optimization in Complex Network
Efficient Parallel Genetic Algorithm for Perturbed Substructure Optimization in Complex Network
Shanqing Yu
Meng Zhou
Jintao Zhou
M. Zhao
Yidan Song
Yao Lu
Zeyu Wang
Qi Xuan
29
0
0
31 Dec 2024
GraphMU: Repairing Robustness of Graph Neural Networks via Machine
  Unlearning
GraphMU: Repairing Robustness of Graph Neural Networks via Machine Unlearning
Tao Wu
Xinwen Cao
Chao Wang
Shaojie Qiao
Xingping Xian
Lin Yuan
Canyixing Cui
Yanbing Liu
AAML
42
1
0
19 Jun 2024
AGSOA:Graph Neural Network Targeted Attack Based on Average Gradient and
  Structure Optimization
AGSOA:Graph Neural Network Targeted Attack Based on Average Gradient and Structure Optimization
Yang Chen
Bin Zhou
AAML
42
0
0
19 Jun 2024
Node Injection Attack Based on Label Propagation Against Graph Neural
  Network
Node Injection Attack Based on Label Propagation Against Graph Neural Network
Peican Zhu
Zechen Pan
Keke Tang
Xiaodong Cui
Jinhuan Wang
Qi Xuan
AAML
24
3
0
29 May 2024
Intruding with Words: Towards Understanding Graph Injection Attacks at
  the Text Level
Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level
Runlin Lei
Yuwei Hu
Yuchen Ren
Zhewei Wei
40
2
0
26 May 2024
Momentum Gradient-based Untargeted Attack on Hypergraph Neural Networks
Momentum Gradient-based Untargeted Attack on Hypergraph Neural Networks
Yang Chen
S. Picek
Zhonglin Ye
Zhaoyang Wang
Haixing Zhao
27
0
0
24 Oct 2023
Single Node Injection Label Specificity Attack on Graph Neural Networks
  via Reinforcement Learning
Single Node Injection Label Specificity Attack on Graph Neural Networks via Reinforcement Learning
Dayuan Chen
Jian Andrew Zhang
Yuqian Lv
Jinhuan Wang
Hongjie Ni
Shanqing Yu
Zhen Wang
Qi Xuan
AAML
21
3
0
04 May 2023
Node Injection for Class-specific Network Poisoning
Node Injection for Class-specific Network Poisoning
Ansh Sharma
Rahul Kukreja
Mayank Kharbanda
Tanmoy Chakraborty
AAML
GNN
18
12
0
28 Jan 2023
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
1