Timothy Lynar

According to our database1, Timothy Lynar authored at least 11 papers between 2023 and 2025.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Links

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Bibliography

2025
Are GNNs Worth the Effort for IoT Botnet Detection? A Comparative Study of VAE-GNN vs. ViT-MLP and VAE-MLP Approaches.
CoRR, May, 2025

Graph Attention Neural Network for Botnet Detection: Evaluating Autoencoder, VAE and PCA-Based Dimension Reduction.
CoRR, May, 2025

Enhancing IoT-Botnet Detection using Variational Auto-encoder and Cost-Sensitive Learning: A Deep Learning Approach for Imbalanced Datasets.
CoRR, May, 2025

Preserving Seasonal and Trend Information: A Variational Autoencoder-Latent Space Arithmetic Based Approach for Non-stationary Learning.
CoRR, April, 2025

IoT Botnet Detection: Application of Vision Transformer to Classification of Network Flow Traffic.
CoRR, April, 2025

Impact of Latent Space Dimension on IoT Botnet Detection Performance: VAE-Encoder Versus ViT-Encoder.
CoRR, April, 2025

ResDNViT: A hybrid architecture for Netflow-based attack detection using a residual dense network and Vision Transformer.
Expert Syst. Appl., 2025

2024
SAGA: Synthetic Audit Log Generation for APT Campaigns.
CoRR, 2024

Beyond Words: Memetic Theory as a Lens to Expose Ideological Bias in Language Models.
Proceedings of the 11th International Conference on Soft Computing & Machine Intelligence, 2024

Memes in the Machine: Ideological Propagation in Large Language Models.
Proceedings of the 15th IEEE International Conference on Cognitive Infocommunications, 2024

2023
The race to robustness: exploiting fragile models for urban camouflage and the imperative for machine learning security.
CoRR, 2023


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