因此,论文中提出了一个Multi-gate Mixture-of-Experts(MMoE)的多任务学习结构。MMoE模型刻画了任务相关性,基于共享表示来学习特定任务的函数,避免了明显增加参数的缺点。 模型介绍 MMoE模型的结构(下图c)基于广泛使用的Shared-Bottom结构(下图a)和MoE结构,其中图(b)是图(c)的一种特殊情况,下面依次介绍。 image....
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(3)MMOE 模型 上面模型创新点其实比较大,但是依然遗留下来一个问题加入上层多目标见差异比较大,或者说是类型两阶段或多阶段的多目标,则会效果比较差,MMOE给出的解决方案是,针对不同目标分别学习自己的Gate,事后想想这样才是合理的,而且也没有增加多少参数,如下面图c所示。 表示为yk=hk(∑ni=1gi,k·fi(x))y...
System-on-chip (SoC) solutions integrating a gate driver, microcontroller, communication interface and power supply on a single chip. MOTIX™ MCU | 32-bit motor control SoC based on Arm® Cortex®-M subcategories Relay Driver IC with Integrated Arm® Cortex® M Half-Bridge Driver IC...
进行加权求和之后再送入 Tower A 和 B（还是一个隐层神经网络），通过 Gate（还是一个隐藏层）来...
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Multi-gate Mixture-of-Experts (MMoE) Model 如图c所示,本文提出的模型结构,与Shared-bottom多任务模型相比,该模型旨在捕获任务差异,而不需要更多的模型参数。关键是用MoE 代替了 Shared-bottom,并且对于每一个任务task都加了一个单独的gating 网络。例如对于任务k有公式 ...
Lots of things frighten me these days. I climbed over a five-bar gate last week and when I was perched in the wobbly no man’s land with one buttock on the top and one leg frantically trying to reach the ground, I was genuinely scared that I’d fall off. And cause an earthquake....
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