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Y. Qawqzeh

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Review Open access Jul 2026

Advancing multi-class classification: innovations, challenges, and ethical perspectives in machine learning

This review examines recent advances and persistent challenges in multi-class classification within machine learning (ML) and deep learning (DL) and identifies key future directions, including semi-supervised and transfer learning, few-shot and federated multi-class systems, robustness under label noise, energy-efficie...

Y. Qawqzeh, Abdullah Alourani, Fayez Alharbi et al. · 0 citations

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