Accelerator Partitioning

Accelerator Partitioning is a hardware-software partitioning strategy that allocates computationally intensive tasks to specialized hardware accelerators, distinguishing itself from general-purpose processing units by optimizing performance and energy efficiency through function-specific architectural enhancements.

Publications

2.6K

Citations

840

Authors

Institutions

Publications per year

2017–2026

Parents

Hardware-software Partitioning

Publications

Maximizing CNN Accelerator Efficiency Through Resource Partitioning

Yongming Shen, Michael Ferdman, Peter Milder · 2017 · 297 citations · Full text

Computing, Computer Engineering, Computer Science +17

Understanding Reuse, Performance, and Hardware Cost of DNN Dataflow

Hyoukjun Kwon, Prasanth Chatarasi, Michael Pellauer et al. · 2019 · 294 citations

Engineering, Computer Engineering, Computer Science +17

GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism

Yanping Huang, Youlong Cheng, Ankur Bapna et al. · arXiv (Cornell University) · 2018 · 236 citations · Full text

Computing, Computer Engineering, Computer Science +17

Hardware Accelerator for Multi-Head Attention and Position-Wise Feed-Forward in the Transformer

Siyuan Lu, Meiqi Wang, Shuang Liang et al. · 2020 · 130 citations

Computing, Computer Engineering, Computer Science +15

Maximizing CNN Accelerator Efficiency Through Resource Partitioning

Yongming Shen, Michael Ferdman, Peter Milder · ACM SIGARCH Computer Architecture News · 2017 · 110 citations

Computing, Computer Engineering, Computer Science +17

1–5 of 56

Authors

840

RW
Reiner W. Hartenstein
University of Kaiserslautern, Germany
3 publications · 41 citations
3
h-index
SY
Shouyi Yin
Tsinghua University, China
3 publications · 92 citations
3
h-index
JB
Jürgen Becker
Karlsruhe Institute of Technology, Germany
3 publications · 41 citations
3
h-index
SW
Shaojun Wei
Tsinghua University, China
3 publications · 92 citations
3
h-index
LL
Leibo Liu
Tsinghua University, China
3 publications · 92 citations
3
h-index

1–5 of 840

Institutions

1–8 of 61

Venues

arXiv (Cornell University)
Repository · 3 publications · 261 citations
3
h-index
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
3 publications · 92 citations
3
h-index
IEEE Micro
2 publications · 49 citations
2
h-index
IEEE Journal on Exploratory Solid-State Computational Devices and Circuits
JXCDC · 1 publications · 16 citations
1
h-index
ACM Transactions on Reconfigurable Technology and Systems
1 publications · 18 citations
1
h-index

1–5