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Communication-Efficient Edge AI: Algorithms and Systems [PDF]
Artificial intelligence (AI) has achieved remarkable breakthroughs in a wide range of fields, ranging from speech processing, image classification to drug discovery. This is driven by the explosive growth of data, advances in machine learning (especially
Yuanming Shi, Kai Yang, Tao Jiang
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2018 International Symposium on VLSI Design, Automation and Test (VLSI-DAT), 2018
Artificial intelligence (AI), defined as intelligence exhibited by machines, has many applications in today's society, including robotics, mobile devices, smart transportation, healthcare service, and more. Recently, lots of AI investment in both big companies and startups have launched.
Yen-Lin Lee, Pei-Kuei Tsung, Max Wu
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Artificial intelligence (AI), defined as intelligence exhibited by machines, has many applications in today's society, including robotics, mobile devices, smart transportation, healthcare service, and more. Recently, lots of AI investment in both big companies and startups have launched.
Yen-Lin Lee, Pei-Kuei Tsung, Max Wu
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Heterogeneous Computing for Edge AI
2019 International Symposium on VLSI Design, Automation and Test (VLSI-DAT), 2019Current artificial intelligence (AI) with human-level accuracy has promising business values in many application fields. However, the price is high computation complexity and memory bandwidth. Therefore it is challenging to deploy AI onto edge devices where the power and hardware resource are limited. In this paper, the design challenges on Edge AI and
Pei-Kuei Tsung +4 more
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Conscious AI at the Edge of Chaos
Journal of Artificial Intelligence and Consciousness, 2020The main problem for AI consciousness is to operate within the right kind of AI. We distinguish between the traditional computing (GOFAI), and the computing based on stochastic pattern optimization. The latter will be called here computing at the edge of chaos.
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Communications of the ACM
The drive to bring the processing of data closer to its users.
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The drive to bring the processing of data closer to its users.
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Energy-efficient AI at the Edge
2022 11th Mediterranean Conference on Embedded Computing (MECO), 2022Péter Szántó +2 more
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The Potentials of AI Planning on the Edge
2023 IEEE International Conference on Edge Computing and Communications (EDGE), 2023Ilche Georgievski, Marco Aiello 0001
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AI on the edge: a comprehensive review
Artificial Intelligence Review, 2022Weixing Su +4 more
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