6 citations · 13 across the 8 of their papers we have counts for
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cs.LG2024★ 6 cited
A Survey on Universal Approximation Theorems
Midhun T Augustine
This paper discusses various theorems on the approximation capabilities of neural networks (NNs), which are known as universal approximation theorems (UATs). The paper gives a syst…
eess.SY2024
State-Space Neural Network with Ordered Variance for Model Order Determination
Midhun T. Augustine, Mani Bhushan, Sharad Bhartiya
This paper addresses the problem of identifying a nonlinear state-space model, along with an adequate model order, from a given input-output training dataset. To this end, a novel…
eess.SY2024
Discovering Nonlinear Static Relationships in Unlabeled Dataset using Autoencoder with Ordered Variance
Midhun T. Augustine, Parag Patil, Mani Bhushan +1
This paper presents an autoencoder with ordered variance (AEO), in which the conventional reconstruction loss is augmented by a variance-based regularization term that promotes an…