Search Results for author: Marta Andronic

Found 2 papers, 1 papers with code

NeuraLUT: Hiding Neural Network Density in Boolean Synthesizable Functions

no code implementations29 Feb 2024 Marta Andronic, George A. Constantinides

In these works, the boundaries of the neurons coincide with the boundaries of the LUTs.

Quantization

PolyLUT: Learning Piecewise Polynomials for Ultra-Low Latency FPGA LUT-based Inference

1 code implementation5 Sep 2023 Marta Andronic, George A. Constantinides

We show that by using polynomial building blocks, we can achieve the same accuracy using considerably fewer layers of soft logic than by using linear functions, leading to significant latency and area improvements.

Handwritten Digit Recognition Network Intrusion Detection

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