Suhas Jayaram Subramanya
4 papers · 2019–2021 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Interdisciplinary Bridge ยท Silver
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The Questioner
Venues
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Research topics
Keywords
deep learning
(1)
deep learning training
(1)
resource allocation
(1)
adaptive optimization
(1)
distributed storage
(1)
cluster scheduling
(1)
job completion time
(1)
fairness scheduling
(1)
large-scale training
(1)
approximate nearest neighbor search
(1)
data redundancy
(1)
disk-adaptive redundancy
(1)
storage cluster
(1)
disk failure rate
(1)
transition overload
(1)
disk failure
(1)
goodput optimization
(1)
ssd-resident matrice
(1)
blas interface
(1)
linear algebra subroutine
(1)
Papers
Pollux: Co-adaptive Cluster Scheduling for Goodput-Optimized Deep Learning
OSDI 2021
PACEMAKER: Avoiding HeART attacks in storage clusters with disk-adaptive redundancy
OSDI 2020
BLAS-on-flash: An Efficient Alternative for Large Scale ML Training and Inference?
NSDI 2019
DiskANN: Fast Accurate Billion-point Nearest Neighbor Search on a Single Node
NeurIPS 2019