3 papers
cs.CR2025
Adaptive Intrusion Detection for Evolving RPL IoT Attacks Using Incremental Learning
Sumeyye Bas, Kiymet Kaya, Elif Ak +1
The routing protocol for low-power and lossy networks (RPL) has become the de facto routing standard for resource-constrained IoT systems, but its lightweight design exposes critic…
cs.LG2024
Data Augmentation in Graph Neural Networks: The Role of Generated Synthetic Graphs
Sumeyye Bas, Kiymet Kaya, Resul Tugay +1
Graphs are crucial for representing interrelated data and aiding predictive modeling by capturing complex relationships. Achieving high-quality graph representation is important fo…
cs.CR2024
X-CBA: Explainability Aided CatBoosted Anomal-E for Intrusion Detection System
Kiymet Kaya, Elif Ak, Sumeyye Bas +2
The effectiveness of Intrusion Detection Systems (IDS) is critical in an era where cyber threats are becoming increasingly complex. Machine learning (ML) and deep learning (DL) mod…