Approximate arithmetic circuits: A survey, characterization, and recent applications

H Jiang, FJH Santiago, H Mo, L Liu… - Proceedings of the …, 2020 - ieeexplore.ieee.org
Approximate computing has emerged as a new paradigm for high-performance and energy-
efficient design of circuits and systems. For the many approximate arithmetic circuits …

A review, classification, and comparative evaluation of approximate arithmetic circuits

H Jiang, C Liu, L Liu, F Lombardi, J Han - ACM Journal on Emerging …, 2017 - dl.acm.org
Often as the most important arithmetic modules in a processor, adders, multipliers, and
dividers determine the performance and energy efficiency of many computing tasks. The …

Adaptive and energy-efficient architectures for machine learning: Challenges, opportunities, and research roadmap

M Shafique, R Hafiz, MU Javed, S Abbas… - 2017 IEEE Computer …, 2017 - ieeexplore.ieee.org
Gigantic rates of data production in the era of Big Data, Internet of Thing (IoT)/Internet of
Everything (IoE), and Cyber Physical Systems (CSP) pose incessantly escalating demands …

Libraries of approximate circuits: Automated design and application in CNN accelerators

V Mrazek, L Sekanina, Z Vasicek - IEEE Journal on Emerging …, 2020 - ieeexplore.ieee.org
Libraries of approximate circuits are composed of fully characterized digital circuits that can
be used as building blocks of energy-efficient implementations of hardware accelerators …

autoax: An automatic design space exploration and circuit building methodology utilizing libraries of approximate components

V Mrazek, MA Hanif, Z Vasicek, L Sekanina… - Proceedings of the 56th …, 2019 - dl.acm.org
Approximate computing is an emerging paradigm for developing highly energy-efficient
computing systems such as various accelerators. In the literature, many libraries of …

DeMAS: An efficient design methodology for building approximate adders for FPGA-based systems

BS Prabakaran, S Rehman, MA Hanif… - … , Automation & Test …, 2018 - ieeexplore.ieee.org
The current state-of-the-art approximate adders are mostly ASIC-based, ie, they focus solely
on gate and/or transistor level approximations (eg, through circuit simplification or …

AxHLS: Design space exploration and high-level synthesis of approximate accelerators using approximate functional units and analytical models

J Castro-Godínez, J Mateus-Vargas… - Proceedings of the 39th …, 2020 - dl.acm.org
With the emergence of approximate computing as a design paradigm, many approximate
functional units have been proposed, particularly approximate adders and multipliers. These …

Formal methods for exact analysis of approximate circuits

Z Vasicek - IEEE Access, 2019 - ieeexplore.ieee.org
Approximate circuits are digital circuits that are intentionally designed in such a way that the
specification is violated in terms of functionality in order to obtain some improvements in …

Approximating complex arithmetic circuits with formal error guarantees: 32-bit multipliers accomplished

M Češka, J Matyáš, V Mrazek… - 2017 IEEE/ACM …, 2017 - ieeexplore.ieee.org
We present a novel method allowing one to approximate complex arithmetic circuits with
formal guarantees on the approximation error. The method integrates in a unique way formal …

MACISH: Designing approximate MAC accelerators with internal-self-healing

GA Gillani, MA Hanif, B Verstoep, SH Gerez… - IEEE …, 2019 - ieeexplore.ieee.org
Approximate computing studies the quality-efficiency trade-off to attain a best-efficiency (eg,
area, latency, and power) design for a given quality constraint and vice versa. Recently, self …