English(EN) MulClip: A table-free activation function with monotonic and folding regimes for reservoir computing on microcontrollers

MulClip激活函数提升微控制器AI性能

作者 PulseAugur 编辑部 · [1 个来源] · 2026-10-29 04:32

研究人员开发了MulClip，一种专为微控制器上水库计算设计的新型激活函数。与传统的tanh函数相比，该函数显著加快了状态更新时间，在ARM Cortex-M4上的速度达到了0.34倍。MulClip的设计允许在单个函数内实现单调和非单调的折叠机制，增强了表达能力。评估显示，MulClip在NARMA-20任务上实现了低22%的NMSE，并将8位奇偶校验任务的准确率提高到0.97-0.98。 AI

影响在资源受限的微控制器上实现更高效的AI处理。

排序理由该集群包含一篇详细介绍用于水库计算的新型激活函数的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.NE (Neural & Evolutionary) 阅读 →

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arXiv cs.NE (Neural & Evolutionary) TIER_1 English(EN) · Shinzo Koyama · 2026-10-29 04:32

MulClip：一种无表格的激活函数，具有单调和折叠模式，用于微控制器上的水库计算

This letter proposes MulClip, a lightweight activation function for reservoir computing (RC) on microcontrollers (MCUs). In a ring reservoir, a representative sparse RC topology, multiply-accumulate operations are few, and evaluating tanh accounted for 75% of the state-update tim…

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MulClip：一种无表格的激活函数，具有单调和折叠模式，用于微控制器上的水库计算

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