2025. Convergence Analysis of Stochastic Gradient Descent with Adaptive Learning Rates: A Mathematical Framework. Physical Education, Health and Social Sciences. 3, 3 (Sep. 2025), 133–142. DOI:https://doi.org/10.63163/jpehss.v4i1.1072.