Exploring subthreshold processing for next-generation TinyAI

The energy demands of modern AI systems have reached unprecedented levels, driven by the rapid scaling of deep learning models, including large language models, and the inefficiencies of current computational architectures. In contrast, biological neural systems operate with remarkable energy effici...

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Bibliographic Details
Main Authors: Farid Nakhle, Antoine H. Harfouche, Hani Karam, Vasileios Tserolas
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Computational Neuroscience
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Online Access:https://www.frontiersin.org/articles/10.3389/fncom.2025.1638782/full
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