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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 …
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 …
Survey on approximate computing and its intrinsic fault tolerance
This work is a survey on approximate computing and its impact on fault tolerance, especially
for safety-critical applications. It presents a multitude of approximation methodologies, which …
for safety-critical applications. It presents a multitude of approximation methodologies, which …
Approximate communication: Techniques for reducing communication bottlenecks in large-scale parallel systems
Approximate computing has gained research attention recently as a way to increase energy
efficiency and/or performance by exploiting some applications' intrinsic error resiliency …
efficiency and/or performance by exploiting some applications' intrinsic error resiliency …
A reconfiguration algorithm for power-aware parallel applications
In current computing systems, many applications require guarantees on their maximum
power consumption to not exceed the available power budget. On the other hand, for some …
power consumption to not exceed the available power budget. On the other hand, for some …
Phase-aware optimization in approximate computing
This paper shows that many applications exhibit execution-phase-specific sensitivity
towards approximation of the internal subcomputations. Therefore, approximation in certain …
towards approximation of the internal subcomputations. Therefore, approximation in certain …
HPAC: evaluating approximate computing techniques on HPC OpenMP applications
As we approach the limits of Moore's law, researchers are exploring new paradigms for
future high-performance computing (HPC) systems. Approximate computing has gained …
future high-performance computing (HPC) systems. Approximate computing has gained …
Test and reliability in approximate computing
This paper presents an overview of test and reliability approaches for approximate
computing architectures. We focus on how specific methods for test and reliability can be …
computing architectures. We focus on how specific methods for test and reliability can be …
Approximate computing through the lens of uncertainty quantification
As computer system technology approaches the end of Moore's law, new computing
paradigms that improve performance become a necessity. One such paradigm is …
paradigms that improve performance become a necessity. One such paradigm is …