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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Murat Osmanoğlu

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Jul 2026

DWT-Fusion: A Signal-Based Framework for Training-Free LLM-Generated Text Detection

Detecting LLM-generated text remains challenging under zero-shot and training-free conditions, especially when detectors must generalize across datasets, domains, and unseen generators. While existing training-free approaches exploit language-model statistics as detection signals, they typically characterize a text thr...

Mehmet Batuhan Ozdas, Murat Osmanoglu · 0 citations
Jul 2026

A feature-efficient hierarchical classification strategy for malicious URL detection

A hierarchical binary classification framework that decomposes the multiclass task into a sequence of structured binary decisions and provides competitive and feature-efficient classification performance is proposed.

Mehmet Batuhan Ozdas, Murat Osmanoglu · 0 citations

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