r/MachineLearning - [D] Statistical Regularization in Deep Convolutional Neural Nets

Generally CNNs are regularized by L1 and L2 norms on the weights. I am wondering what work (if any) has been done on using statistical functions as regularizers on weights or activites. Upon a search of google scholar and IEEE, I have been unable to turn up anything useful.