Rustem Islamov
10 papers · 2021–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (4) π Cross-Pollinator (11) πΊοΈ Taxonomy Completionist (12)
π
Century Club
(10)
Conferences
AISTATS (3)
ICLR (3)
ICML (3)
NIPS (1)
Top co-authors
Keywords
distributed optimization
(3)
newton method
(2)
communication compression
(2)
communication efficient
(2)
second-order method
(2)
federated learning
(2)
second-order optimization
(1)
asynchronous sgd
(1)
newton-type method
(1)
matrix basis
(1)
asynchronous learning
(1)
local convergence
(1)
worker heterogeneity
(1)
mini-batch sgd
(1)
cubic regularization
(1)
federated newton method
(1)
hessian learning
(1)
contractive compression
(1)
stochastic sparsification
(1)
model compression
(1)
Papers
Safe-EF: Error Feedback for Non-smooth Constrained Optimization
ICML 2025
Unbiased and Sign Compression in Distributed Learning: Comparing Noise Resilience via SDEs
AISTATS 2025
Towards Faster Decentralized Stochastic Optimization with Communication Compression
ICLR 2025
Adaptive Methods through the Lens of SDEs: Theoretical Insights on the Role of Noise
ICLR 2025
EControl: Fast Distributed Optimization with Compression and Error Control
ICLR 2024
Loss Landscape Characterization of Neural Networks without Over-Parametrization
NIPS 2024
AsGrad: A Sharp Unified Analysis of Asynchronous-SGD Algorithms
AISTATS 2024
FedNL: Making Newton-Type Methods Applicable to Federated Learning
ICML 2022
Basis Matters: Better Communication-Efficient Second Order Methods for Federated Learning
AISTATS 2022
Distributed Second Order Methods with Fast Rates and Compressed Communication
ICML 2021