Weight decay combine with conjugate gradient

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We can use weight decay method for a condition stopping to avoid overfitting when we train a neural network. This method applied with gradient descent learning, bayesian learning, but i want apply it combine with scale conjugate gradient. But i don't know it can enable? And what it effects to update weight?