Concepedia

Pipeline Throughput Optimization

Pipeline Throughput Optimization is a computational framework within distributed deep learning that specifically enhances the rate of model training iterations by minimizing inter-stage idle times and balancing computational load across pipeline stages in partitioned neural network architectures.

31

Publications

1K

Citations

135

Authors

59

Institutions

Publications per year

2017–2026

27

Parents

Publications

31

KeystoneML: Optimizing Pipelines for Large-Scale Advanced Analytics

Evan Sparks, Shivaram Venkataraman, Tomer Kaftan et al. · 2017 · 129 citations

, , +15

TensorRT-Based Framework and Optimization Methodology for Deep Learning Inference on Jetson Boards

Eunjin Jeong, Jangryul Kim, Soonhoi Ha · ACM Transactions on Embedded Computing Systems · 2022 · 102 citations

, , +17

Image Classification at Supercomputer Scale

Chris Ying, Sameer Kumar, Dehao Chen et al. · arXiv (Cornell University) · 2018 · 95 citations · Full text

, , +17

EagleEye

Juheon Yi, Sunghyun Choi, Youngki Lee · 2020 · 66 citations

, , +17

Fast and Accurate Streaming CNN Inference via Communication Compression on the Edge

Diyi Hu, Bhaskar Krishnamachari · 2020 · 60 citations

, , +17

1–5 of 31

Authors

135

  1. ZZ
    Zhiru Zhang

    Cornell University, United States

    3 publications · 55 citations

    3

    h-index

  2. SD
    Steve Dai

    Cornell University, United States

    3 publications · 55 citations

    3

    h-index

  3. MT
    Mingxing Tan

    Google (United States), United States

    2 publications · 37 citations

    2

    h-index

  4. ZL
    Zongqing Lu

    Pennsylvania State University, United States

    2 publications · 44 citations

    2

    h-index

  5. TL
    Thomas La Porta

    Pennsylvania State University, United States

    2 publications · 44 citations

    2

    h-index

1–5 of 135

Institutions

59

  1. Cornell University

    Ithaca, United States

    3 h-index

    10 publications

    183 citations

  2. Meta (United States)

    Menlo Park, United States

    2 h-index

    2 publications

    37 citations

  3. University of Toronto

    Toronto, Canada

    2 h-index

    5 publications

    90 citations

  4. DEVCOM Army Research Laboratory

    Adelphi, United States

    2 h-index

    2 publications

    44 citations

  5. Peking University

    Beijing, China

    2 h-index

    2 publications

    44 citations

  6. Microsoft Research (United Kingdom)

    Cambridge, United Kingdom

    2 h-index

    7 publications

    149 citations

  7. Pennsylvania State University

    State College, United States

    2 h-index

    4 publications

    74 citations

  8. Menlo School

    Atherton, United States

    2 h-index

    2 publications

    37 citations

1–8 of 59

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 110 citations

    2

    h-index

  2. IEEE Transactions on Mobile Computing

    TMCCI · 2 publications · 44 citations

    2

    h-index

  3. IEEE Transactions on Parallel and Distributed Systems

    TPDS · 1 publications · 22 citations

    1

    h-index

  4. 1

    h-index

  5. Methods in molecular biology

    Book series · 1 publications · 11 citations

    1

    h-index

1–5