2015, Andrew J.R. Simpson, “Dither is Better than Dropout for Regularising Deep Neural Networks”, in arXiv:
We illustrate some serious inherent limitations of dropout and demonstrate that dither provides a far more effective regulariser which does not suffer from the same limitations.