Soumendu Sundar Mukherjee

activity

20132026

most citedConsistent detection and optimal localization of all detectable change points in piecewise stationary arbitrarily sparse network-sequences

4 citations · 14 across the 40 of their papers we have counts for

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2 papers · 1 filter

cs.LG2026

Approximation Theory for Neural Networks: Old and New

Soumendu Sundar Mukherjee, Himasish Talukdar

Universal approximation theorems provide a mathematical explanation for the expressive power of neural networks. They assert that, under mild conditions on the activation function,…

math.PR2026

Elephant random walk on the infinite dihedral group $Z_{2} * Z_{2}$

Soumendu Sundar Mukherjee, Himasish Talukdar

Elephant random walks were studied recently in \cite{mukherjee2025elephant} on the groups $Z^{* d_{1}} * Z_{2}^{* d_{2}}$ whose Cayley graphs are infinite $d$ -regular tre…

Approximation Theory for Neural Networks: Old and New

Elephant random walk on the infinite dihedral group Z2​∗Z2​

Elephant random walk on the infinite dihedral group $Z_{2} * Z_{2}$