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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Sait Suer

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Conference Aug 2026

A Lesion-Aware Knowledge-Guided Framework for Explainable Diabetic Retinopathy Diagnosis

Diabetic Retinopathy (DR) is a leading cause of preventable blindness, requiring accurate and timely diagnosis for effective treatment. While deep learning models achieve high classification accuracy, they often lack clinical interpretability. Conversely, large language models (LLMs) provide strong reasoning capabiliti...

Sait Suer, R. Aygun, Mahmut Karakaya et al. · 0 citations
Conference Aug 2026

Are Temporal Graph Based Intrusion Detection Results Trustworthy? A Dataset Audit and Evaluation Framework

Temporal Graph Neural Networks (TGNNs) have been increasingly applied to network intrusion detection (NID), with some studies reporting accuracy exceeding 99%. This paper argues that such performance can be an artifact of dataset construction flaws rather than genuine model capability. We conduct an empirical audit of...

Yin-Ning Zhang, Sait Suer, S. M. T. F. A. Chowdhoury et al. · 0 citations

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