Theoretical analysis of deep neural networks for temporally dependent observations

Neural Information Processing Systems 

Despite the widespread use of neural networks in such settings, most theoretical developments of deep neural networks are under the assumption of independent observations, and theoretical results for temporally dependent observations are scarce.