Belhal Karimi
8 papers · 2019–2023 · 6 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (13) π Cross-Pollinator (15) π Interdisciplinary Bridge π Conference Polyglot (6) π§ Keyword Pioneer
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Unstoppable
(5)
Conferences
ACML (2)
NIPS (2)
ALT (1)
COLT (1)
ICLR (1)
UAI (1)
Top co-authors
Keywords
adaptive gradient method
(4)
nonconvex optimization
(3)
convergence analysis
(3)
latent variable model
(2)
stochastic approximation
(2)
neural network optimization
(2)
policy gradient
(1)
global convergence
(1)
expectation maximization
(1)
distributed learning
(1)
incremental learning
(1)
decentralized optimization
(1)
variance reduction
(1)
markov chain
(1)
distributed training
(1)
non-asymptotic analysis
(1)
adam optimizer
(1)
generalization performance
(1)
communication cost
(1)
non-asymptotic bound
(1)
Papers
Fed-LAMB: Layer-wise and Dimension-wise Locally Adaptive Federated Learning
UAI 2023
Minimization by Incremental Stochastic Surrogate Optimization for Large Scale Nonconvex Problems
ALT 2022
On the Convergence of Decentralized Adaptive
Gradient Methods
ACML 2022
On Distributed Adaptive Optimization with Gradient Compression
ICLR 2022
An Optimistic Acceleration of AMSGrad for Nonconvex Optimization
ACML 2021
Towards Better Generalization of Adaptive Gradient Methods
NIPS 2020
On the Global Convergence of (Fast) Incremental Expectation Maximization Methods
NIPS 2019
Non-asymptotic Analysis of Biased Stochastic Approximation Scheme
COLT 2019