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Mingliang Ma

2 accepted papers

2022

Theoretical analysis of deep neural networks for temporally dependent observations

NeurIPS 2022accept

Deep neural networks are powerful tools to model observations over time with non-linear patterns. 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 te…

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