Selected Publications
See my complete publication record on Google Scholar or DBLP.
Sewoong Oh, Soumik Pal, Raghav Somani & Raghav Tripathi
Published in: 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 preprint BibTeX
Weihao Kong, Raghav Somani, Zhao Song, Sham Kakade, Sewoong Oh
Published in: International Conference on Machine Learning (ICML), 2020
The paper has been accepted for a presentation. Read more
Paper arXiv preprint BibTeX Code Video
Abhishek Panigrahi, Raghav Somani, Navin Goyal & Praneeth Netrapalli
Published in: Science meets Engineering of Deep Learning (SEDL) workshop, Neural Information Processing Systems (NeurIPS), 2019
We study the distribution of stochastic gradient noise during training and observe that, for batch sizes \(256\) and above, it is best described as Gaussian, at least in the early phases of training. Read more
arXiv preprint BibTeX
Raghav Somani*, Chirag Gupta*, Prateek Jain & Praneeth Netrapalli
Published in: Neural Information Processing Systems (NeurIPS), 2018
The paper has been accepted for Spotlight presentation. Read more
Paper BibTeX Video
Raghav Somani*, Gaurush Hiranandani*, Sanmi Koyejo & Sreangsu Acharyya
Published in: Web Search and Data Mining (WSDM), 2019
The paper was accepted for an oral presentation (84/511 submissions, approximately 16% acceptance rate). Read more
Paper arXiv preprint BibTeX Code Video
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