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Accurate Reliability Analysis Methods for Approximate Computing Circuits
Tsinghua Science and Technology, 2022 In recent years, Approximate Computing Circuits (ACCs) have been widely used in applications with intrinsic tolerance to errors. With the increased availability of approximate computing circuit approaches, reliability analysis methods for assessing their
Zhen Wang +5 more
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Security in Approximate Computing and Approximate Computing for Security: Challenges and Opportunities [PDF]
Proceedings of the IEEE, 2020 Approximate computing is an advanced computational technique that trades the accuracy of computation results for better utilization of system resources. It has emerged as a new preferable paradigm over traditional computing architectures for many applications where inaccurate results are acceptable.
Gang Qu, Weiqiang Liu, Chongyan Gu
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Design of high-performance, accurate, and approximate Dadda-tree multipliers for image processing applications [PDF]
Scientific ReportsApproximate computing comes to the fore as an alternative paradigm to enhance efficiency in computing systems by trading off the system’s accuracy for better performance.
Aqib Amin Rather +3 more
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A Survey of Techniques for Approximate Computing [PDF]
ACM Computing Surveys, 2016 Approximate computing trades off computation quality with effort expended, and as rising performance demands confront plateauing resource budgets, approximate computing has become not merely attractive, but even imperative. In this article, we present a survey of techniques for approximate computing (AC).
Sparsh Mittal
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Approximate Computing, Intelligent Computing [PDF]
IEEE Micro, 2018 Approximate computing could be considered intelligent computing, because it uses energy resources to perform exact computation only when needed and approximate whenever possible.
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ACM Transactions on Architecture and Code Optimization, 2022 Although approximate computing promises better performance for applications allowing marginal errors, dearth of hardware support and lack of run-time accuracy guarantees makes it difficult to adopt. We present As-Is, an Anytime Speculative Interruptible System that takes an approximate program and executes it with time-proportional approximations. That
Mitali Soni +2 more
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Computers, 2022 Approximate computing is a promising approach to the design of area–power-performance-efficient circuits for computation error-tolerant applications such as image processing and machine learning.
Koyu Ohata +3 more
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IEEE Open Journal of the Computer Society, 2021 As one of the most promising energy-efficient emerging paradigms for designing digital systems, approximate computing has attracted a significant attention in recent years.
Pengfei Huang +4 more
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Design and analysis of hardware Trojans in approximate circuits
Electronics Letters, 2022 Approximate computing can accept errors in computation systems to achieve better utilisation of hardware resources. Approximate computing has been successfully developed in integrated circuits, such as approximate arithemtic circuits and approximate ...
Yuqin Dou +4 more
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Acceleration of Approximate Matrix Multiplications on GPUs
Entropy, 2023 Matrix multiplication is important in various information-processing applications, including the computation of eigenvalues and eigenvectors, and in combinatorial optimization algorithms.
Takuya Okuyama +3 more
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