Achieving Constraints in Neural Networks: A Stochastic Augmented Lagrangian Approach

Diogo Lavado, Cláudia Soares, Alessandra Micheletti

Regularizing Deep Neural Networks (DNNs) is essential for improving generalizability and preventing overfitting. Fixed penalty methods, though common, lack adaptability and suffer…