Pulkit Gopalani

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20202025

most citedGlobal Convergence of SGD On Two Layer Neural Nets

2 citations · 2 across the 4 of their papers we have counts for

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cs.LG2022★ 2 cited

Global Convergence of SGD On Two Layer Neural Nets

Pulkit Gopalani, Anirbit Mukherjee

In this note, we consider appropriately regularized $ℓ_{2} -$ empirical risk of depth $2$ nets with any number of gates and show bounds on how the empirical loss evolves for SGD ite…

cs.LG2022

Towards Size-Independent Generalization Bounds for Deep Operator Nets

Pulkit Gopalani, Sayar Karmakar, Dibyakanti Kumar +1

In recent times machine learning methods have made significant advances in becoming a useful tool for analyzing physical systems. A particularly active area in this theme has been…