Bit-width Optimization

Bit-Width Optimization is a method in digital signal processing that determines the minimal number of bits required to represent signal values while preserving computational accuracy and meeting system constraints.

142

Publications

5.8K

Citations

446

Authors

159

Institutions

Publications per year

2017–2026

Parents

Digital Signal Processing Slices

Publications

142

Fixed Point Quantization of Deep Convolutional Networks

Darryl Dexu Lin, Sachin S. Talathi, V. Sreekanth Annapureddy · arXiv (Cornell University) · 2015 · 609 citations · Full text

Engineering, Computer Engineering, Computer Science +16

Accuracy-Guaranteed Bit-Width Optimization

Dong-u Lee, A.A. Gaffar, Ray C. C. Cheung et al. · IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems · 2006 · 215 citations

Engineering, Computer Engineering, Computer Science +15

Reducing power by optimizing the necessary precision/range of floating-point arithmetic

Jennifer Y. Tong, David F. Nagle, Rob A. Rutenbar · IEEE Transactions on Very Large Scale Integration (VLSI) Systems · 2000 · 183 citations

Engineering, Computer Engineering, Computer Science +17

Adaptive Quantization for Deep Neural Network

Yiren Zhou, Seyed-Mohsen Moosavi-Dezfooli, Ngai‐Man Cheung et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 175 citations · Full text

Computing, Computer Engineering, Computer Science +14

Flexpoint: An Adaptive Numerical Format for Efficient Training of Deep Neural Networks

Urs Köster, Tristan J. Webb, Xin Wang et al. · arXiv (Cornell University) · 2017 · 167 citations · Full text

Computing, Computer Engineering, Computer Science +13

1–5 of 142

Authors

446

WL
Wayne Luk
Imperial College London, United Kingdom
10 publications · 749 citations
10
h-index
OM
Oskar Mencer
Imperial College London, United Kingdom
7 publications · 540 citations
7
h-index
AG
A.A. Gaffar
Imperial College London, United Kingdom
6 publications · 467 citations
6
h-index
KR
Katarzyna Radecka
McGill University, Canada
6 publications · 131 citations
6
h-index
DL
Dong-U Lee
University of California, Los Angeles, United States
5 publications · 194 citations
5
h-index

1–5 of 446

Institutions

159

1–8 of 159

Venues

IEEE Transactions on Computers
14 publications · 634 citations
13
h-index
arXiv (Cornell University)
Repository · 11 publications · 1.1K citations
11
h-index
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
11 publications · 482 citations
11
h-index
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
6 publications · 378 citations
6
h-index
IEEE Transactions on Circuits and Systems for Video Technology
4 publications · 77 citations
4
h-index

1–5