Single-Path Precision: Differentiable Bit-Width & Numeric-Format Learning for FPGA-Efficient Neural Networks

Emanuel Trabes, Kawthar Dellel, Carlos Valderrama 0001, Abdelmalik Taleb-Ahmed. Single-Path Precision: Differentiable Bit-Width & Numeric-Format Learning for FPGA-Efficient Neural Networks. In Emanuele RodolĂ , Fabio Galasso, Iacopo Masi, editors, Image Analysis and Processing - ICIAP 2025 - 23rd International Conference, Rome, Italy, September 15-19, 2025, Proceedings, Part II. Volume 16168 of Lecture Notes in Computer Science, pages 424-435, Springer, 2025. [doi]

Abstract

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