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Thinking
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A personal blog from @gconstantinides
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Thinking
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2026-02-28 17:27:17
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Thinking – A personal blog from @gconstantinides Skip to content Thinking A personal blog from @gconstantinides NeuraLUT: Networks inside LUTs In early September, my PhD student Marta Andronic will be off to Turin to present our latest work “NeuraLUT: Hiding Neural Network Density in Boolean Synthesizable Functions” at the Field-Programmable Logic and Applications conference . Ahead of the detailed presentation at the conference, this blog post provides a short accessible summary of her exciting work. In 2019 I first proposed making better use of FPGA lookup tables by exposing them as trainable hardware, together with my then PhD student Erwei Wang and coauthors, in our LUTNet work . In common with AMD’s LogicNets and our PolyLUT , our new work NeuraLUT hides certain aspects of a neural network within a synthesisable Boolean lookup table (which we call an L-LUT), to achieve very efficient and very low latency inference. LogicNets hid a dot product and activation functi...
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