Fast Feedforward Networks 28 Aug 2023 · Peter Belcak, Roger Wattenhofer · Edit social preview We break the linear link between the layer size and its inference cost by introducing the fast feedforward (FFF) architecture, a log-time alternative to feedforward networks. We demonstrate that FFFs...
In this paper, feedforward neural networks are presented that have nonlinear weight functions based on look--up tables, that are specially smoothed in a regularization called the diffusion. The idea of such a type of networks is based on the hypothesis that the greater number of adaptive ...
本文的出发点是最近的像 CMT[1],LIT[2]等CNN 和 Transformer 混合架构的模型都遵循 MetaFormer[3] 的架构,它由带有 skip-connection 的 token mixer 和带有 skip-connection 的前馈网络 (Feed Forward Network) 组成。由于增加了内存访问成本 (memory access cost),这些跳过连接在延迟方面占了很大的开销。为了解...
本文的出发点是最近的像 CMT[1],LIT[2]等 CNN 和 Transformer 混合架构的模型都遵循 MetaFormer[3] 的架构,它由带有 skip-connection 的 token mixer 和带有 skip-connection 的前馈网络 (Feed Forward Network) 组成。由于增加了内存访问成本 (memoryaccess cost),这些跳过连接在延迟方面占了很大的开销。为了解...
Feedforward neural networks (FFNN) are among the most used neural networks for modeling of various nonlinear problems in engineering. In sequential and esp... N Vukovi,Z Miljkovi - 《Neural Networks the Official Journal of the International Neural Network Society》 被引量: 0发表: 2015年 CAP 66...
In order to improve the training speed of multilayer feedforward neural networks (MLFNN), we propose and explore two new fast backpropagation (BP) algorithms obtained: (1) by changing the error functions, in case using the exponent attenuation (or bell impulse) function and the Fourier kernel...
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Computer simulation shows that the layer-by-layer learning method has the fast convergence rate at the sacrifice of the size of the network.关键词: backpropagation convergence of numerical methods feedforward neural nets genetic algorithms pattern classification convergence rate error backpropagation ...
“Fast-forwarded.”Merriam-Webster.com Thesaurus, Merriam-Webster, https://www.merriam-webster.com/thesaurus/fast-forwarded. Accessed 2 Dec. 2024. Copy Citation Share Facebook Twitter Last Updated: 19 Nov 2024 - Updated example sentences
The paper builds onA Neural Algorithm of Artistic Styleby Leon A. Gatys, Alexander S. Ecker, and Matthias Bethge by training feedforward neural networks that apply artistic styles to images. After training, our feedforward networks can stylize imageshundreds of times fasterthan the optimization-base...