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Pranay Sharma
Assistant Professor, Center for Machine Intelligence and Data Science, Indian Institute of Technology, Bombay
Joined
May 2021
Names
Pranay Sharma
(Preferred)
,Â
PRANAY SHARMA
Emails
****@syr.edu
(Confirmed)
,Â
****@andrew.cmu.edu
(Confirmed)
,Â
****@iitb.ac.in
(Confirmed)
Personal Links
Homepage
Google Scholar
DBLP
Semantic Scholar
Career & Education History
Assistant Professor
Center for Machine Intelligence and Data Science,
Indian Institute of Technology, Bombay
(iitb.ac.in)
2025
–
Present
Postdoc
Carnegie Mellon University
(cmu.edu)
2021
–
2024
PhD student
Syracuse University
(syr.edu)
2015
–
2021
MS student
IIT Kanpur
(iitk.ac.in)
2012
–
2013
Undergrad student
IIT Kanpur
(iitk.ac.in)
2008
–
2012
Advisors, Relations & Conflicts
Postdoc Advisor
Gauri Joshi
2021
–
2023
Coauthor
SIVA-THEJA MAGULURI
2021
–
2023
Coauthor
Sijia Liu
2020
–
2023
Coauthor
KETAN RAJAWAT
2019
–
2021
Coauthor
PRASHANT KHANDURI
2017
–
2021
PhD Advisor
PRAMOD K VARSHNEY
2015
–
2021
Expertise
min-max optimization
2021
–
2025
distributed optimization
2019
–
2025
federated learning
2019
–
2025
stochastic optimization
2019
–
2025
Publications
Natural Policy Gradient for Average Reward Non-Stationary Reinforcement Learning
Neharika Jali
,
Eshika Pathak
,
Pranay Sharma
,
Guannan Qu
,
Gauri Joshi
Accepted by TMLR
Readers:
Everyone
Initialization Matters: Unraveling the Impact of Pre-Training on Federated Learning
Divyansh Jhunjhunwala
,
Pranay Sharma
,
Zheng Xu
,
Gauri Joshi
Accepted by TMLR
Readers:
Everyone
The Cost of Shuffling in Private Gradient Based Optimization
Shuli Jiang
,
Pranay Sharma
,
Zhiwei Steven Wu
,
Gauri Joshi
CoRR 2025
Readers:
Everyone
Initialization Matters: Unraveling the Impact of Pre-Training on Federated Learning
Divyansh Jhunjhunwala
,
Pranay Sharma
,
Zheng Xu
,
Gauri Joshi
CoRR 2025
Readers:
Everyone
Federated Communication-Efficient Multi-Objective Optimization
Baris Askin
,
Pranay Sharma
,
Gauri Joshi
,
Carlee Joe-Wong
AISTATS 2025 Poster
Readers:
Everyone
High-probability Convergence Bounds for Online Nonlinear Stochastic Gradient Descent under Heavy-tailed Noise
Aleksandar Armacki
,
Shuhua Yu
,
Pranay Sharma
,
Gauri Joshi
,
Dragana Bajovic
,
Dusan Jakovetic
,
Soummya Kar
AISTATS 2025 Poster
Readers:
Everyone
Natural Policy Gradient for Average Reward Non-Stationary RL
Neharika Jali
,
Eshika Pathak
,
Pranay Sharma
,
Guannan Qu
,
Gauri Joshi
Submitted to ICLR 2025
Readers:
Everyone
Initialization Matters: Unraveling the Impact of Pre-Training on Federated Learning
Divyansh Jhunjhunwala
,
Pranay Sharma
,
Zheng Xu
,
Gauri Joshi
Submitted to ICLR 2025
Readers:
Everyone
Debiasing Federated Learning with Correlated Client Participation
Zhenyu Sun
,
ziyang zhang
,
Zheng Xu
,
Gauri Joshi
,
Pranay Sharma
,
Ermin Wei
ICLR 2025 Poster
Readers:
Everyone
FedAST: Federated Asynchronous Simultaneous Training
Baris Askin
,
Pranay Sharma
,
Carlee Joe-Wong
,
Gauri Joshi
UAI 2024 poster
Readers:
Everyone
View all 45 publications
Co-Authors
Aleksandar Armacki
Aushim Nagarkatti
Baris Askin
Carlee Joe-Wong
Davoud Ataee Tarzanagh
Divyansh Jhunjhunwala
Donald J. Bucci
Donald J. Bucci Jr.
Dragana Bajovic
Dusan Jakovetic
Ermin Wei
Eshika Pathak
Gaowen Liu
Gauri Joshi
Guannan Qu
Haibo Yang
Jia Liu
Jiancheng Liu
Jiarui Li
Jinghan Jia
Ketan Rajawat
Kush R. Varshney
Lixin Shen
Mingchen Li
Mingyi Hong
View all 52 co-authors