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A survey of techniques for approximate computing
S Mittal - ACM Computing Surveys (CSUR), 2016 - dl.acm.org
Approximate computing trades off computation quality with effort expended, and as rising
performance demands confront plateauing resource budgets, approximate computing has …
performance demands confront plateauing resource budgets, approximate computing has …
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 …
Mobile augmented reality survey: From where we are to where we go
The boom in the capabilities and features of mobile devices, like smartphones, tablets, and
wearables, combined with the ubiquitous and affordable Internet access and the advances …
wearables, combined with the ubiquitous and affordable Internet access and the advances …
A survey on machine learning accelerators and evolutionary hardware platforms
Advanced computing systems have long been enablers for breakthroughs in artificial
intelligence (AI) and machine learning (ML) algorithms, either through sheer computational …
intelligence (AI) and machine learning (ML) algorithms, either through sheer computational …
Approximate computing survey, Part II: Application-specific & architectural approximation techniques and applications
The challenging deployment of compute-intensive applications from domains such as
Artificial Intelligence (AI) and Digital Signal Processing (DSP), forces the community of …
Artificial Intelligence (AI) and Digital Signal Processing (DSP), forces the community of …
Exploiting errors for efficiency: A survey from circuits to applications
When a computational task tolerates a relaxation of its specification or when an algorithm
tolerates the effects of noise in its execution, hardware, system software, and programming …
tolerates the effects of noise in its execution, hardware, system software, and programming …
Approximate computing: A survey of recent trends—bringing greenness to computing and communication
Energy-efficient computing is a much needed technological advantage for future.
Approximate or inexact computing is a computing paradigm that can trade energy and …
Approximate or inexact computing is a computing paradigm that can trade energy and …
APPROX-NoC: A data approximation framework for network-on-chip architectures
The trend of unsustainable power consumption and large memory bandwidth demands in
massively parallel multicore systems, with the advent of the big data era, has brought upon …
massively parallel multicore systems, with the advent of the big data era, has brought upon …
Approxilyzer: Towards a systematic framework for instruction-level approximate computing and its application to hardware resiliency
Approximate computing environments trade off computational accuracy for improvements in
performance, energy, and resiliency cost. For widespread adoption of approximate …
performance, energy, and resiliency cost. For widespread adoption of approximate …
Multi-objective application-driven approximate design method
Approximate Computing (AxC) paradigm aims at designing computing systems that can
satisfy the rising performance demands and improve the energy efficiency. AxC exploits the …
satisfy the rising performance demands and improve the energy efficiency. AxC exploits the …