增强贝叶斯神经网络

IF 33.7 1区工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC

Nature Electronics Pub Date : 2025-03-24 DOI:10.1038/s41928-025-01369-3

Matthew Parker

引用次数: 0

摘要

宏依赖于近内存计算的混合组合来计算平均值和内存计算与平均值的差异。通过使用这种方法，国立清华大学和台积电的研究人员可以实现高能效和推理精度，同时有效地处理与平均值差异较小的写入空白（通常比平均值更小，需要更频繁的更新）。当在22 nm节点STT-MRAM技术上实现时，与卷积神经网络实现相比，当添加噪声时，该宏在具有ResNet-20模型的图像分类任务中的推理精度下降了约2.5倍。原始参考文献：22nm 104.5TOPS/W μ-NMC-Δ-IMC异构STT-MRAM CIM宏，用于耐噪声贝叶斯神经网络。《工程学报》，2015年。固体电路会议（2025）；https://www.isscc.org/program-overview

本文章由计算机程序翻译，如有差异，请以英文原文为准。

Powering up Bayesian neural networks

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Powering up Bayesian neural networks

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来源期刊

Nature Electronics Engineering-Electrical and Electronic Engineering

CiteScore

47.50

自引率

2.30%

发文量

159

期刊介绍： Nature Electronics is a comprehensive journal that publishes both fundamental and applied research in the field of electronics. It encompasses a wide range of topics, including the study of new phenomena and devices, the design and construction of electronic circuits, and the practical applications of electronics. In addition, the journal explores the commercial and industrial aspects of electronics research. The primary focus of Nature Electronics is on the development of technology and its potential impact on society. The journal incorporates the contributions of scientists, engineers, and industry professionals, offering a platform for their research findings. Moreover, Nature Electronics provides insightful commentary, thorough reviews, and analysis of the key issues that shape the field, as well as the technologies that are reshaping society. Like all journals within the prestigious Nature brand, Nature Electronics upholds the highest standards of quality. It maintains a dedicated team of professional editors and follows a fair and rigorous peer-review process. The journal also ensures impeccable copy-editing and production, enabling swift publication. Additionally, Nature Electronics prides itself on its editorial independence, ensuring unbiased and impartial reporting. In summary, Nature Electronics is a leading journal that publishes cutting-edge research in electronics. With its multidisciplinary approach and commitment to excellence, the journal serves as a valuable resource for scientists, engineers, and industry professionals seeking to stay at the forefront of advancements in the field.