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cs.LG2016
Charged Point Normalization: An Efficient Solution to the Saddle Point Problem
Armen Aghajanyan
Recently, the problem of local minima in very high dimensional non-convex optimization has been challenged and the problem of saddle points has been introduced. This paper introduc…
cs.LG2016
SoftTarget Regularization: An Effective Technique to Reduce Over-Fitting in Neural Networks
Armen Aghajanyan
Deep neural networks are learning models with a very high capacity and therefore prone to over-fitting. Many regularization techniques such as Dropout, DropConnect, and weight deca…