Author

Md. Ashraful Hossen Akash

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Preprint Aug 2026

Beyond Accuracy: Quantifying Pulmonary Attribution in Anatomy-Guided Chest X-Ray Classification Under Domain Shift

Deep-learning models can achieve strong chest X-ray (CXR) classification performance without establishing whether their predictions predominantly rely on pulmonary image content. This study evaluates pulmonary attribution containment as an anatomy-related reliability property distinct from diagnostic performance. We pr...

A. al Mamun, Md. Nasif Khansur, Md. Ashraful Hossen Akash et al. · 0 citations

Preprint Aug 2026

TRIAGE: Risk-Controlled Pseudo-Label Admission for Annotation-Efficient Semi-Supervised Retinal OCT Classification

The advanced retinal disease diagnosing imaging modality, optical coherence tomography (OCT), encounters a lack of automation because of the high expenses for annotations performed by specialists. The use of SSL solves the problem of insufficient annotations using unlabeled B-scans; however, most of the current techniq...

Md. Ashraful Hossen Akash, Shyla Afroge, A. al Mamun et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Temporal Generalization and Explanation Stability of Control Flow Graph Neural Networks for Malware Detection

Malware detection is a critical task in cybersecurity, and graph neural networks over control flow graphs have shown promising results for it. However, detectors are usually evaluated on a random split of a corpus collected over a single period, which cannot show how well a model generalizes to later samples. This stud...

M. Sajeed, Mayukh Mondal, Md. Ashraful Hossen Akash · 0 citations