Author

Muhammad Muhtasim Shahriar

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#artificial intelligence Preprint Sep 2026

FedHisto-PAST: Parameter-Efficient Stain-Aware Federated Learning for Cross-Site Lung Histopathology Classification

The results provide exploratory cross-dataset evidence for stain-aware, parameter-efficient federation; they do not establish formal privacy, patient-level independence, prospective deployment, or clinical validation.

Muhammad Muhtasim Shahriar, M. M. Golam Hafiz, Saad Aloteibi et al. · 0 citations

#artificial intelligence Preprint Sep 2026

SkinAgent AI: A Safety-Grounded Multimodal Agentic Framework for Non-Diagnostic Skincare Support

Findings support the feasibility of bounded, database-grounded, and traceable agent orchestration for non-diagnostic skincare assistance, but do not establish clinical readiness, external generalization, formal privacy guarantees, or universal safety.

Muhammad Muhtasim Shahriar, Abdulla Sayem, Tze Hui Liew et al. · 0 citations