Author

Kahakashan Ashraf

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Conference Aug 2026

A Stacking Enriched Explainable Machine Learning Approach for Multiclass DoS Attack and Network Intrusion Prediction

DoS attack and intrusion prediction is essential for IoT networks because it guarantees service availability, and preserves reputation by reducing expensive downtime. Benign, infiltration traffic, DoS golden eye, hulk, slowloris, and slow http test classes were all not taken at the same time with high accuracy in earli...

Maimuna Tabassum, Umme Saima Tonny, Sabila Anzum et al. · International Conference on... · 0 citations

#large language models Review Open access Sep 2026

Multimodal medical diagnosis: a mini review of LLM–vision fusion models in low-resource healthcare settings

Recent advances in large language models (LLMs) and vision transformers have enabled multimodal systems that integrate clinical text with medical imaging for diagnostic decision-making. While these systems show promising results on benchmark datasets in well-resourced research settings, their applicability in low-resou...

Kahakashan Ashraf, Md.Hamid Hosen, N. Farah et al. · Frontiers in Digital Health · 0 citations