Are there any quants successfully using RNNs for time series?

I'm working on a small research project about beta estimation/prediction. I have the presumption that some of the published results about neural networks' use in financial time series prediction is a bit overhyped. I was wondering if someone is using them successfully in practice and if so are there any useful tips?

Thanks!