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Malla, S. and Sushama Rani Dutta 2026. A Review on Deep Learning and Hybrid Generative–Transformer Models for Brain Age Estimation with Focus on Recent Trends, Challenges, and Future Directions. International Journal of Innovative Technology and Interdisciplinary Sciences. 9, 3 (Oct. 2026), 2270–2307. DOI:https://doi.org/10.15157/IJITIS.2026.9.3.2270-2307.