Anirbit Mukherjee

Wharton (UPenn), Department of Statistics

Wharton School

Philadelphia, PA 19104

United States

http://https://sites.google.com/view/anirbit/home

SCHOLARLY PAPERS

4

DOWNLOADS

135

SSRN CITATIONS

2

CROSSREF CITATIONS

0

Scholarly Papers (4)

1.

Provable Training of a ReLU Gate with an Iterative Non-Gradient Algorithm

Number of pages: 25 Posted: 10 Mar 2021 Last Revised: 04 Apr 2022
Sayar Karmakar and Anirbit Mukherjee
University of Florida and Wharton (UPenn), Department of Statistics
Downloads 53 (707,137)
Citation 2

Abstract:

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neural nets, non-gradient iterative algorithms, stochastic algorithms, non-smooth non-convex optimization

2.

A Study of the Mathematics of Deep Learning

Number of pages: 171 Posted: 26 Apr 2021
Anirbit Mukherjee
Wharton (UPenn), Department of Statistics
Downloads 52 (713,236)

Abstract:

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neural networks, deep-learning, stochastic optimization, artificial intelligence, machine learning

3.

Depth-2 Neural Networks Under a Data-Poisoning Attack

Number of pages: 32 Posted: 02 Aug 2022
Anirbit Mukherjee, Sayar Karmakar and Theodore Papamarkou
Wharton (UPenn), Department of Statistics, University of Florida and The University of Manchester
Downloads 18 (989,861)

Abstract:

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Convolutional Neural Networks, stochastic algorithms, data poisoning, robust regression

4.

Towards Size-Independent Generalization Bounds for Deep Operator Nets

Number of pages: 37 Posted: 18 Mar 2024
affiliation not provided to SSRN, University of Florida, Indian Institute of Technology Guwahati and Wharton (UPenn), Department of Statistics
Downloads 12 (1,052,499)

Abstract:

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Rademacher complexity, DeepONets, Physics-Inspired ML, Operator Learning