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20222026
most citedAn Adaptive and Stability-Promoting Layerwise Training Approach for Sparse Deep Neural Network Architecture

2 citations · 2 across the 5 of their papers we have counts for

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cs.LG2025

Topological derivative approach for deep neural network architecture adaptation

C G Krishnanunni, Tan Bui-Thanh, Clint Dawson

This work presents a novel algorithm for progressively adapting neural network architecture along the depth. In particular, we attempt to address the following questions in a mathe…

stat.ML2025

LiLaN: A Linear Latent Network as the Solution Operator for Real-Time Solutions to Stiff Nonlinear Ordinary Differential Equations

William Cole Nockolds, C. G. Krishnanunni, Tan Bui-Thanh +1

Solving stiff ordinary differential equations (StODEs) requires sophisticated numerical solvers, which are often computationally expensive. In general, traditional explicit time in…