Jacob Nelson

6 papers · 2017–2023 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird 🏆 Keyword Champion (4)

🧭 Keyword Pioneer

Venues

NSDI (5) OSDI (1)

Top co-authors

Dan R. K. Ports (3) Changhoon Kim (2) Arvind Krishnamurthy (2) Amedeo Sapio (2) Marco Canini (2) Aashaka Shah (1) Shir Landau Feibish (1) Igor De-Paula (1) Naveen Kr. Sharma (1) Vijay Chidambaram (1)

Research topics

Machine Learning (5) Optimization & Theory · Machine Learning (4) Computer Science (3) Systems (3) Application Areas (2) Deep Learning (1) Mathematics & Optimization (1) Optimization (1) Optimization & Theory · Deep Learning (1)

Keywords

programmable switch (4) distributed training (2) load balancing (2) collective communication (1) congestion control (1) datacenter network (1) distributed shared state (1) data plane (1) p4 programming (1) packet processing (1) distributed storage (1) approximation technique (1) algorithm synthesis (1) hardware topology (1) communication collective (1) coherence directory (1) selective replication (1) key-value store (1) floating point operation (1) network acceleration (1)

Papers

TACCL: Guiding Collective Algorithm Synthesis using Communication Sketches NSDI 2023 SwiSh: Distributed Shared State Abstractions for Programmable Switches NSDI 2022 Unlocking the Power of Inline Floating-Point Operations on Programmable Switches NSDI 2022 Scaling Distributed Machine Learning with In-Network Aggregation NSDI 2021 Pegasus: Tolerating Skewed Workloads in Distributed Storage with In-Network Coherence Directories OSDI 2020 Evaluating the Power of Flexible Packet Processing for Network Resource Allocation NSDI 2017