Selected Publications
List of all publications -
Google Scholar,
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Sewoong Oh, Soumik Pal, Raghav Somani & Raghav Tripathi
Published at: Journal of Theoretical Probability and the Optimal Transport and Machine Learning (OTML) workshop, Neural Information Processing Systems (NeurIPS), 2021
The paper is published at the Journal of Theoretical Probability. Read more
[paper] [arXiv] [bib]
Weihao Kong, Raghav Somani, Sham Kakade, Sewoong Oh
Published at: Neural Information Processing Systems (NeurIPS), 2020
The paper has been accepted for a poster. Read more
[paper] [arXiv] [bib] [code] [video]
Weihao Kong, Raghav Somani, Zhao Song, Sham Kakade, Sewoong Oh
Published at: International Conference on Machine Learning (ICML), 2020
The paper has been accepted for a presentation. Read more
[paper] [arXiv] [bib] [code] [video]
Abhishek Panigrahi, Raghav Somani, Navin Goyal & Praneeth Netrapalli
Published at: Science meets Engineering of Deep Learning (SEDL) workshop, Neural Information Processing Systems (NeurIPS), 2019
We study the distribution of the Stochastic Gradient Noise during the training and observe that for batch sizes \(256\) and above, the distribution is best described as Gaussian at-least in the early phases of training. Read more
[arXiv] [bib]
Raghav Somani*, Chirag Gupta*, Prateek Jain & Praneeth Netrapalli
Published at: Neural Information Processing Systems (NeurIPS), 2018
The paper has been accepted for Spotlight presentation. Read more
[paper] [bib] [video]
Raghav Somani*, Gaurush Hiranandani*, Sanmi Koyejo & Sreangsu Acharyya
Published at: Web Search and Data Mining (WSDM), 2019
The paper has been accepted for an oral persentation (84/511 submissions ≈ 16% Acceptance Rate). Read more
[paper] [arXiv] [bib] [code] [video]
