Memristor-Based Circuit Implementation and Circuitry Optimized Algorithm for Mamba Language Network

Language networks are crucial in artificial intelligence, with the novel Mamba architecture significantly reducing computations and consumption compared to the traditional transformer network. However, a full-circuit implementation of the Mamba network has not been proposed due to the complexity of...

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Vydáno v:	IEEE transactions on circuits and systems. I, Regular papers s. 1 - 14
Hlavní autoři:	Zhang, Junming, Sheng, Zheyuan, Sun, Huajun, Zhu, Chuanbo, Chen, Liangyu, Hu, Zhenyu, Miao, Xiangshui
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	IEEE 2025
Témata:	analog computing circuit implementation circuitry algorithm Circuits Computational modeling Convolution Data models Inference algorithms Mamba language network Mathematical models Memristor Memristors Root mean square selective state space models Transformers Vectors
ISSN:	1549-8328, 1558-0806
On-line přístup:	Získat plný text
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