Neural networks : the official journal of the International Neural Network SocietyStochastic ProcessesAlgorithmsNeural NetworksComputerMachine Learning
SSR1M: A stochastic SR1 method with momentum acceleration for non-Convex optimization.
Jinlan Liu, Hanger Liu, Xin Deng, Dongpo Xu
Published: 202610.1016/j.neunet.2025.108283
Abstract
Despite the strong performance of matrix-based second-order optimization methods, their high computational and storage costs make them challenging to scale to large machine learning problems. To mitigate these limitations, we propose a stochastic sym…
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