Approximate computing survey, Part I: terminology and software & hardware approximation techniques
The rapid growth of demanding applications in domains applying multimedia processing
and machine learning has marked a new era for edge and cloud computing. These …
and machine learning has marked a new era for edge and cloud computing. These …
Approximate computing survey, Part II: Application-specific & architectural approximation techniques and applications
The challenging deployment of compute-intensive applications from domains such Artificial
Intelligence (AI) and Digital Signal Processing (DSP), forces the community of computing …
Intelligence (AI) and Digital Signal Processing (DSP), forces the community of computing …
An introduction to approximate computing
M Khadra - arXiv preprint arXiv:1711.06115, 2017 - arxiv.org
Approximate computing is a research area where we investigate a wide spectrum of
techniques to trade off computation accuracy for better performance or energy consumption …
techniques to trade off computation accuracy for better performance or energy consumption …
[PDF][PDF] React: A framework for rapid exploration of approximate computing techniques
The efficiency–accuracy trade-off of approximate-computing spans a diverse array of
techniques at both the hardware and software levels. While this diversity is key to the …
techniques at both the hardware and software levels. While this diversity is key to the …
AxBench: A benchmark suite for approximate computing across the system stack
As the end of Dennard scaling looms, both the semiconductor industry and the research
community are exploring for innovative solutions that allow energy efficiency and …
community are exploring for innovative solutions that allow energy efficiency and …
[PDF][PDF] iACT: A software-hardware framework for understanding the scope of approximate computing
Approximate computing has recently emerged as a paradigm for enabling energy efficient
software and hardware implementations by exploiting the inherent resiliency in applications …
software and hardware implementations by exploiting the inherent resiliency in applications …
[图书][B] Design automation techniques for approximation circuits
A Chandrasekharan, D Große, R Drechsler - 2018 - Springer
APPROXIMATE COMPUTING is a novel design paradigm to address the performance and
energy efficiency needed for future computing systems. It is based on the observation that …
energy efficiency needed for future computing systems. It is based on the observation that …
[引用][C] Approximate computing: From circuits to applications [scanning the issue]
W Liu, F Lombardi, M Schulte - Proceedings of the IEEE, 2020 - ieeexplore.ieee.org
Approximate Computing: From Circuits to Applications Page 1 Approximate Computing: From
Circuits to Applications By WEIQIANG LIU, Senior Member IEEE FABRIZIO LOMBARDI, Life …
Circuits to Applications By WEIQIANG LIU, Senior Member IEEE FABRIZIO LOMBARDI, Life …
[图书][B] Approximate Computing
W Liu, F Lombardi - 2022 - Springer
Computing systems at all scales (from mobile handheld devices to supercomputers, servers,
and large cloud-based data centers) have seen significant performance gains, mostly …
and large cloud-based data centers) have seen significant performance gains, mostly …
A taxonomy of general purpose approximate computing techniques
Approximate computing is the idea that systems can gain performance and energy efficiency
if they expend less effort on producing a “perfect” answer. Approximate computing …
if they expend less effort on producing a “perfect” answer. Approximate computing …