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framework here. This method is inspired by a pruning technique to carefully remove weights from a fully trained dense neural network (Optimal Brain Surgeon). It uses an approximation technique and provides explicit formulas for the best single weight w𐞥 to remove and optimal update δꟳ to adjust the