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Are GNNs Worth the Effort for IoT Botnet Detection? A Comparative Study of VAE-GNN vs. ViT-MLP and VAE-MLP Approaches
23 May 2025
Hassan Wasswa
Hussein Abbass
Timothy Lynar
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Papers citing
"Are GNNs Worth the Effort for IoT Botnet Detection? A Comparative Study of VAE-GNN vs. ViT-MLP and VAE-MLP Approaches"
5 / 5 papers shown
Title
IoT Botnet Detection: Application of Vision Transformer to Classification of Network Flow Traffic
Hassan Wasswa
Timothy Lynar
Aziida Nanyonga
Hussein Abbass
90
3
0
26 Apr 2025
Enhancing IoT-Botnet Detection using Variational Auto-encoder and Cost-Sensitive Learning: A Deep Learning Approach for Imbalanced Datasets
Hassan Wasswa
Timothy Lynar
Hussein Abbass
73
9
0
26 Apr 2025
Impact of Latent Space Dimension on IoT Botnet Detection Performance: VAE-Encoder Versus ViT-Encoder
Hassan Wasswa
Aziida Nanyonga
Timothy Lynar
DRL
88
4
0
21 Apr 2025
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Alexey Dosovitskiy
Lucas Beyer
Alexander Kolesnikov
Dirk Weissenborn
Xiaohua Zhai
...
Matthias Minderer
G. Heigold
Sylvain Gelly
Jakob Uszkoreit
N. Houlsby
ViT
403
40,217
0
22 Oct 2020
Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision
Yaojie Liu
Amin Jourabloo
Xiaoming Liu
CVBM
39
575
0
29 Mar 2018
1