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Approximate arithmetic circuits: A survey, characterization, and recent applications
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 …
efficient design of circuits and systems. For the many approximate arithmetic circuits …
Design and implementation of an approximate softmax layer for deep neural networks
Y Gao, W Liu, F Lombardi - 2020 IEEE international symposium …, 2020 - ieeexplore.ieee.org
Deep neural networks (DNNs) have been widely used in classification due to their high
accuracy. The softmax function is one of the important non-linear functions in DNNs …
accuracy. The softmax function is one of the important non-linear functions in DNNs …
Design automation of approximate circuits with runtime reconfigurable accuracy
Leveraging the inherent error tolerance of a vast number of application domains that are
rapidly growing, approximate computing arises as a design alternative to improve the …
rapidly growing, approximate computing arises as a design alternative to improve the …
StreamPIM: Streaming matrix computation in racetrack memory
Racetrack memory (RM) techniques have become promising solutions to resolve the
memory wall issue as they increase memory density, reduce energy consumption and are …
memory wall issue as they increase memory density, reduce energy consumption and are …
Approximate integer and floating-point dividers with near-zero error bias
We propose approximate dividers with near-zero error bias for both integer and floating-
point numbers. The integer divider, INZeD, is designed using a novel, analytically deduced …
point numbers. The integer divider, INZeD, is designed using a novel, analytically deduced …
SAADI-EC: A quality-configurable approximate divider for energy efficiency
Energy efficiency is one of the most crucial constraints that dictate performance, lifetime,
form factor, and cost in modern computing system design. However, the energy efficiency …
form factor, and cost in modern computing system design. However, the energy efficiency …
Low-power unsigned divider and square root circuit designs using adaptive approximation
In this paper, an adaptive approximation approach is proposed for the design of a divider
and a square root (SQR) circuit. In this design, the division/SQR is computed by using a …
and a square root (SQR) circuit. In this design, the division/SQR is computed by using a …
Rapid: Approximate pipelined soft multipliers and dividers for high throughput and energy efficiency
Z Ebrahimi, M Zaid, M Wijtvliet… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The rapid updates in error-resilient applications along with their quest for high throughput
has motivated designing fast approximate functional units for field-programmable gate …
has motivated designing fast approximate functional units for field-programmable gate …
Approximate restoring dividers using inexact cells and estimation from partial remainders
E Adams, S Venkatachalam… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Approximate computing can be used in error-resilient applications to reduce power
consumption and increase overall circuit performance. This article introduces two …
consumption and increase overall circuit performance. This article introduces two …
SAADI: A scalable accuracy approximate divider for dynamic energy-quality scaling
Approximate computing can significantly improve the energy efficiency of arithmetic
operations in error-resilient applications. In this paper, we propose an approximate divider …
operations in error-resilient applications. In this paper, we propose an approximate divider …