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title
Thinking
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A personal blog from @gconstantinides
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Thinking
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2025-12-09 08:05:26
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Thinking – A personal blog from @gconstantinides Skip to content Thinking A personal blog from @gconstantinides PolyLUT: Ultra low latency inference This week my PhD student Marta Andronic will present our paper “ PolyLUT: Learning Piecewise Polynomials for Ultra-Low Latency FPGA LUT-based Inference ” at the International Conference on Field Programmable Technology (FPT), in Yokohama, Japan, where it has been short-listed for the best paper prize. In this blog post I hope to provide an accessible introduction to this exciting work. FPGAs are a great platform for high-performance (and predictable performance) neural network inference. There’s a huge amount of work that’s gone into both the architecture of these devices and into the development of really high quality logic synthesis tools. In our work we look afresh at the question of how to best leverage both of these in order to do really low-latency inference, inspired by the use of neural networks in environments l...
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