Soummya Kar
8 papers · 2017–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π£ Hot Topic Early Bird π Conference Polyglot (4) π Academic Marathon (8)
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Cross-Pollinator
(8)
πΊοΈ
Taxonomy Completionist
(13)
Conferences
AISTATS (3)
ICML (2)
JMLR (2)
NIPS (1)
Top co-authors
Keywords
non-convex optimization
(2)
convergence analysis
(2)
distributed learning
(2)
gradient descent
(2)
stochastic gradient descent
(2)
distributed optimization
(1)
distributed computing
(1)
bregman divergence
(1)
distributed inference
(1)
variance reduction
(1)
oracle complexity
(1)
optimization theory
(1)
nonsmooth optimization
(1)
clustering algorithm
(1)
parallel algorithm
(1)
linear inverse problem
(1)
gradient flow
(1)
strongly convex function
(1)
straggler mitigation
(1)
gradient noise
(1)
Papers
High-probability Convergence Bounds for Online Nonlinear Stochastic Gradient Descent under Heavy-tailed Noise
AISTATS 2025
Large deviations rates for stochastic gradient descent with strongly convex functions
AISTATS 2023
Gradient Based Clustering
ICML 2022
Distributed Stochastic Gradient Descent: Nonconvexity, Nonsmoothness, and Convergence to Local Minima
JMLR 2022
A Hybrid Variance-Reduced Method for Decentralized Stochastic Non-Convex Optimization
ICML 2021
Towards Gradient Free and Projection Free Stochastic Optimization
AISTATS 2019
Convergence Analysis of Distributed Inference with Vector-Valued Gaussian Belief Propagation
JMLR 2018
Coded Distributed Computing for Inverse Problems
NIPS 2017