Jonathan Eyolfson

3 papers · 2021–2023 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 📈 Trend Setter

Venues

OSDI (2) NSDI (1)

Top co-authors

Yifan Qiao (3) Guoqing Harry Xu (3) John Thorpe (2) Zhihao Jia (2) Ravi Netravali (2) Minjia Zhang (1) Miryung Kim (1) Christian Navasca (1) Jinliang Wei (1) Guanzhou Hu (1)

Research topics

Computer Science (2) Machine Learning (2) Mathematics & Optimization (2) Optimization (2) Optimization & Theory (2) Systems (2) Deep Learning (1) Architectures (1) Foundations (1) Learning Types (1) Techniques (1)

Keywords

distributed training (2) scalable training (1) model training (1) pipeline parallelism (1) data center (1) serverless computing (1) remote memory access (1) garbage collection (1) garbage collection optimization (1) memory access pattern (1) runtime system (1) memory prefetching (1) cpu server (1) serverless thread (1) graph neural network (1) far memory (1) managed runtime (1) computation separation (1) preemptible instance (1)

Papers

Bamboo: Making Preemptible Instances Resilient for Affordable Training of Large DNNs NSDI 2023 MemLiner: Lining up Tracing and Application for a Far-Memory-Friendly Runtime OSDI 2022 Dorylus: Affordable, Scalable, and Accurate GNN Training with Distributed CPU Servers and Serverless Threads OSDI 2021