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[HTML][HTML] Adaptive approximate computing in edge AI and IoT applications: A review
Recent advancements in hardware and software systems have been driven by the
deployment of emerging smart health and mobility applications. These developments have …
deployment of emerging smart health and mobility applications. These developments have …
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 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 …
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 …
Approximate computing: Concepts, architectures, challenges, applications, and future directions
The unprecedented progress in computational technologies led to a substantial proliferation
of artificial intelligence applications, notably in the era of big data and IoT devices. In the …
of artificial intelligence applications, notably in the era of big data and IoT devices. In the …
ENAP: An efficient number-aware pruning framework for design space exploration of approximate configurations
Approximate computing has emerged as a new computing architecture paradigm that trades
off necessary numerical accuracy for performance. Various approximation operation units …
off necessary numerical accuracy for performance. Various approximation operation units …
A catalog-based AIG-rewriting approach to the design of approximate components
As computational demand and energy efficiency of computer systems are becoming
increasingly relevant requirements, traditional design paradigms are bound to become no …
increasingly relevant requirements, traditional design paradigms are bound to become no …
AxLS: A framework for approximate logic synthesis based on netlist transformations
J Castro-Godinez, H Barrantes-Garcia… - … on Circuits and …, 2021 - ieeexplore.ieee.org
With the rise of Approximate Computing as an energy-efficient design paradigm that is
amenable to error-tolerant applications, different Approximate Logic Synthesis (ALS) …
amenable to error-tolerant applications, different Approximate Logic Synthesis (ALS) …
[PDF][PDF] Boolformer: Symbolic regression of logic functions with transformers
In this work, we introduce Boolformer, the first Transformer architecture trained to perform
endto-end symbolic regression of Boolean functions. First, we show that it can predict …
endto-end symbolic regression of Boolean functions. First, we show that it can predict …
Approximate logic synthesis using Boolean matrix factorization
Approximate computing is an emerging computing paradigm offering benefits in hardware
metrics, such as design area and power consumption, by relaxing the requirement for full …
metrics, such as design area and power consumption, by relaxing the requirement for full …