T. S. Eugene Ng
6 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(11)
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Hot Topic Early Bird
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Research topics
Machine Learning
(5)
Optimization & Theory · Machine Learning
(4)
Deep Learning
(2)
Mathematics & Optimization
(2)
Optimization
(2)
Optimization & Theory · Deep Learning
(2)
Artificial Intelligence
(1)
Computer Science
(1)
Application Areas
(1)
Core AI
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Systems
(1)
Techniques
(1)
Keywords
datacenter network
(3)
distributed training
(2)
network monitoring
(1)
decentralized control
(1)
deep learning model
(1)
convergence speed
(1)
communication optimization
(1)
training throughput
(1)
communication overhead
(1)
congestion control
(1)
bandwidth allocation
(1)
flow control
(1)
max-min fairness
(1)
programmable switch
(1)
network congestion
(1)
network telemetry
(1)
in-network telemetry
(1)
queuing delay
(1)
gradient synchronization
(1)
sparse tensor
(1)
Papers
Söze: One Network Telemetry Is All You Need for Per-flow Weighted Bandwidth Allocation at Scale
OSDI 2025
ZEN: Empowering Distributed Training with Sparsity-driven Data Synchronization
OSDI 2025
Poseidon: Efficient, Robust, and Practical Datacenter CC via Deployable INT
NSDI 2023
Closed-loop Network Performance Monitoring and Diagnosis with SpiderMon
NSDI 2022
DRAGONN: Distributed Randomized Approximate Gradients of Neural Networks
ICML 2022
RDC: Energy-Efficient Data Center Network Congestion Relief with Topological Reconfigurability at the Edge
NSDI 2022