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cs.LG2025★ 1 cited
MOGNET: A Mux-residual quantized Network leveraging Online-Generated weights
Van Thien Nguyen, William Guicquero, Gilles Sicard
This paper presents a compact model architecture called MOGNET, compatible with a resource-limited hardware. MOGNET uses a streamlined Convolutional factorization block based on a…
cs.LG2025★ 3 cited
Histogram-Equalized Quantization for logic-gated Residual Neural Networks
Van Thien Nguyen, William Guicquero, Gilles Sicard
Adjusting the quantization according to the data or to the model loss seems mandatory to enable a high accuracy in the context of quantized neural networks. This work presents Hist…