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Analysis of Convolutions, Non-linearity and Depth in Graph Neural
  Networks using Neural Tangent Kernel
v1v2v3v4 (latest)

Analysis of Convolutions, Non-linearity and Depth in Graph Neural Networks using Neural Tangent Kernel

18 October 2022
Mahalakshmi Sabanayagam
Pascal Esser
Debarghya Ghoshdastidar
ArXiv (abs)PDFHTMLGithub (3★)

Papers citing "Analysis of Convolutions, Non-linearity and Depth in Graph Neural Networks using Neural Tangent Kernel"

2 / 2 papers shown
Exact Generalisation Error Exposes Benchmarks Skew Graph Neural Networks Success (or Failure)
Exact Generalisation Error Exposes Benchmarks Skew Graph Neural Networks Success (or Failure)
Nil Ayday
Mahalakshmi Sabanayagam
Debarghya Ghoshdastidar
225
0
0
12 Sep 2025
Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks
Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks
Lukas Gosch
Mahalakshmi Sabanayagam
Debarghya Ghoshdastidar
Stephan Günnemann
AAML
642
6
0
15 Jul 2024
1
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