Energy-efficient Hardware Acceleration

Energy-Efficient Hardware Acceleration is a hardware acceleration paradigm that leverages reconfigurable FPGA architectures to execute specialized computational tasks with minimal energy consumption per operation, distinguished by its co-optimization of circuit-level design, resource allocation, and workload-specific parallelism to achieve superior energy efficiency compared to general-purpose or fixed-function alternatives.

1.2K

Publications

58.6K

Citations

Authors

735

Institutions

Publications per year

2017–2026

755

Parents

Low-power Fpga Design

Publications

1.2K

Eyeriss: An Energy-Efficient Reconfigurable Accelerator for Deep Convolutional Neural Networks

Yu-Hsin Chen, Tushar Krishna, Joel Emer et al. · IEEE Journal of Solid-State Circuits · 2016 · 3.1K citations

Engineering, Computer Engineering, Computer Science +17

Deep Learning with Limited Numerical Precision

Suyog Gupta, Ankur Agrawal, Kailash Gopalakrishnan et al. · arXiv (Cornell University) · 2015 · 1.1K citations · Full text

Computing, Computer Engineering, Computer Science +17

HAQ: Hardware-Aware Automated Quantization With Mixed Precision

Kuan Wang, Zhijian Liu, Yujun Lin et al. · 2019 · 940 citations

Computing, Computer Engineering, Computer Science +14

Convolutional networks for fast, energy-efficient neuromorphic computing

Steven K. Esser, Paul Merolla, John V. Arthur et al. · Proceedings of the National Academy of Sciences · 2016 · 793 citations · Full text

Computing, Computer Engineering, Computer Science +14

Deep Learning with Limited Numerical Precision

Suyog Gupta, Ankur Agrawal, Kailash Gopalakrishnan et al. · 2015 · 774 citations

Computing, Computer Engineering, Computer Science +17

1–5 of 1.2K

Authors

LB
Luca Benini
University of Bologna, Italy
31 publications · 1.7K citations
20
h-index
JC
Jason Cong
University of California, Los Angeles, United States
21 publications · 1.7K citations
18
h-index
DR
Davide Rossi
University of Bologna, Italy
16 publications · 815 citations
15
h-index
MI
Mohsen Imani
University of California San Diego, United States
16 publications · 617 citations
14
h-index
WL
Wayne Luk
Imperial College London, United Kingdom
16 publications · 729 citations
14
h-index

1–5 of 4K

Institutions

735

1–8 of 735

Venues

IEEE Journal of Solid-State Circuits
27 publications · 4.7K citations
21
h-index
IEEE Micro
23 publications · 1.4K citations
19
h-index
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
23 publications · 1.1K citations
18
h-index
arXiv (Cornell University)
Repository · 29 publications · 1.9K citations
18
h-index
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
28 publications · 1.3K citations
18
h-index

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