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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 …
Approximate logic synthesis: A survey
Approximate computing is an emerging paradigm that, by relaxing the requirement for full
accuracy, offers benefits in terms of design area and power consumption. This paradigm is …
accuracy, offers benefits in terms of design area and power consumption. This paradigm is …
Weight-oriented approximation for energy-efficient neural network inference accelerators
Current research in the area of Neural Networks (NN) has resulted in performance
advancements for a variety of complex problems. Especially, embedded system applications …
advancements for a variety of complex problems. Especially, embedded system applications …
autoax: An automatic design space exploration and circuit building methodology utilizing libraries of approximate components
Approximate computing is an emerging paradigm for develo** highly energy-efficient
computing systems such as various accelerators. In the literature, many libraries of …
computing systems such as various accelerators. In the literature, many libraries of …
Approximate computing for ML: State-of-the-art, challenges and visions
In this paper, we present our state-of-the-art approximate techniques that cover the main
pillars of approximate computing research. Our analysis considers both static and …
pillars of approximate computing research. Our analysis considers both static and …
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 …
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 …
functional units have been proposed, particularly approximate adders and multipliers. These …
A Genetic-algorithm-based Approach to the Design of DCT Hardware Accelerators
As modern applications demand an unprecedented level of computational resources,
traditional computing system design paradigms are no longer adequate to guarantee …
traditional computing system design paradigms are no longer adequate to guarantee …
Model-to-circuit cross-approximation for printed machine learning classifiers
Printed electronics (PEs) promises on-demand fabrication, low nonrecurring engineering
costs, and subcent fabrication costs. It also allows for high customization that would be …
costs, and subcent fabrication costs. It also allows for high customization that would be …