Kar, Soummya

7 publications

AISTATS 2025 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 2023 Large Deviations Rates for Stochastic Gradient Descent with Strongly Convex Functions Dragana Bajovic, Dusan Jakovetic, Soummya Kar

JMLR 2022 Distributed Stochastic Gradient Descent: Nonconvexity, Nonsmoothness, and Convergence to Local Minima Brian Swenson, Ryan Murray, H. Vincent Poor, Soummya Kar

ICML 2022 Gradient Based Clustering Aleksandar Armacki, Dragana Bajovic, Dusan Jakovetic, Soummya Kar

ICML 2021 A Hybrid Variance-Reduced Method for Decentralized Stochastic Non-Convex Optimization Ran Xin, Usman Khan, Soummya Kar

AISTATS 2019 Towards Gradient Free and Projection Free Stochastic Optimization Anit Kumar Sahu, Manzil Zaheer, Soummya Kar

NeurIPS 2017 Coded Distributed Computing for Inverse Problems Yaoqing Yang, Pulkit Grover, Soummya Kar