Viveck Cadambe
3 papers · 2016–2019 · 2 venues · across top CS/AI venues
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Keywords
stochastic gradient descent
(2)
non-convex optimization
(1)
distributed optimization
(1)
distributed computing
(1)
communication efficiency
(1)
model averaging
(1)
straggler mitigation
(1)
distributed stochastic gradient descent
(1)
matrix multiplication
(1)
polyak-lojasiewicz condition
(1)
linear speedup
(1)
coded computation
(1)
data redundancy
(1)
communication round
(1)
linear transform
(1)
erasure code
(1)
periodic averaging
(1)
adaptive synchronization
(1)
Papers
Local SGD with Periodic Averaging: Tighter Analysis and Adaptive Synchronization
NeurIPS 2019
Trading Redundancy for Communication: Speeding up Distributed SGD for Non-convex Optimization
ICML 2019
Short-Dot: Computing Large Linear Transforms Distributedly Using Coded Short Dot Products
NeurIPS 2016