Kumar Kshitij Patel
8 papers · 2019–2024 · 5 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (25) π Cross-Pollinator (13) π Renaissance Researcher (5) π Interdisciplinary Bridge π§ Keyword Pioneer
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Hot Topic Early Bird
π
Conference Polyglot
(5)
π
Academic Marathon
(5)
π
Triple Crown
β
The Questioner
Conferences
NIPS (3)
ICML (2)
COLT (1)
ICLR (1)
IJCAI (1)
Top co-authors
Keywords
distributed learning
(3)
distributed optimization
(3)
stochastic gradient descent
(3)
federated learning
(3)
communication complexity
(2)
communication efficiency
(2)
local sgd
(2)
stochastic optimization
(2)
convex optimization
(2)
regret bound
(1)
bandit convex optimization
(1)
data heterogeneity
(1)
zeroth-order optimization
(1)
adaptive adversary
(1)
group fairness
(1)
step size
(1)
minibatch learning
(1)
minibatch sgd
(1)
quadratic objective
(1)
pareto fairness
(1)
Papers
Online Combinatorial Optimization with Group Fairness Constraints
IJCAI 2024
The Limits and Potentials of Local SGD for Distributed Heterogeneous Learning with Intermittent Communication
COLT 2024
Federated Online and Bandit Convex Optimization
ICML 2023
Towards Optimal Communication Complexity in Distributed Non-Convex Optimization
NIPS 2022
Don't Use Large Mini-batches, Use Local SGD
ICLR 2020
Minibatch vs Local SGD for Heterogeneous Distributed Learning
NIPS 2020
Is Local SGD Better than Minibatch SGD?
ICML 2020
Communication trade-offs for Local-SGD with large step size
NIPS 2019