Arto Maranjyan
4 papers · 2025–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Research topics
Keywords
distributed machine learning
(2)
heterogeneous computation times
(2)
non-convex optimization
(1)
communication complexity
(1)
distributed learning
(1)
time complexity
(1)
asynchronous sgd
(1)
heavy-tailed noise
(1)
asynchronous method
(1)
optimal allocation
(1)
local training
(1)
unbiased compressor
(1)
resource efficient
(1)
heterogeneous compute time
(1)
compression
(1)
theoretical lower bounds
(1)
adaptive task allocation
(1)
sparsification
(1)
quantization
(1)
workers
(1)
Papers
ATA: Adaptive Task Allocation for Efficient Resource Management in Distributed Machine Learning
ICML 2025
LoCoDL: Communication-Efficient Distributed Learning with Local Training and Compression
ICLR 2025
MindFlayer SGD: Efficient Parallel SGD in the Presence of Heterogeneous and Random Worker Compute Times
UAI 2025
Ringmaster ASGD: The First Asynchronous SGD with Optimal Time Complexity
ICML 2025