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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.LG2026

An optimal control approach for neural network architecture adaptation with a posteriori error estimation

C G Krishnanunni, Thomas Scott, Tan Bui-Thanh

This work presents a novel approach for adapting neural network architecture along the depth based on a posteriori error estimation. By formulating neural network training as a con…

math.NA2026

A New Look at the Ensemble Kalman Filter for Inverse Problems: Duality, Non-Asymptotic Analysis and Convergence Acceleration

C G Krishnanunni, Jonathan Wittmer, Tan Bui-Thanh +1

This work presents new results and understanding of the Ensemble Kalman filter (EnKF) for inverse problems. In particular, using a Lagrangian dual perspective we show that EnKF can…