Author

Ayca Bostancioglu

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Open access Aug 2026

A Comparative Evaluation Framework Integrating Machine Learning and Deep Learning Models with ADME-Based Pharmacokinetic Assessment for HIV-Related Compounds

A comparative framework integrating classical ML, deep learning, graph-based models, and complementary ADME-based pharmacokinetic and drug-likeness assessment is presented to enable a comprehensive comparison of diverse molecular learning approaches.

Bihter Daş, Harun Uslu, Ayca Bostancioglu et al. · Pharmaceuticals · 0 citations

Open access Jul 2026

Multilingual AI-Generated Text Detection in Arabic, English, and Turkish Using a Hybrid Transformer–Graph Convolutional Network

A hybrid architecture that combines a Transformer-based DistilBERT model with a Graph Convolutional Network (GCN) that enhances detection by modeling structural relationships within text data is proposed.

Ayca Bostancioglu, Bihter Das, Muzeyyen Bulut Ozek · Applied Sciences · 0 citations