Abstract: A non-linearly spaced phase quantization utilizing the k-means clustering method has been presented in this paper. Phase quantization is usually performed to limit the number of unique unit ...

No matter how many bits an analog-to-digital converter (ADC) provides, the digital output can only approximate the original signal. This approximation gives rise to ...

First of all, thank you very much for sharing such great code! It has been incredibly helpful in my research on quantization using NVFP4. The reason I am reaching out ...

Abstract: Post-Training Quantization (PTQ) has been effectively compressing neural networks into very few bits using a limited calibration dataset. Various ...

It’s a counterintuitive result that you might need to add noise to an input signal to get the full benefits from oversampling in analog to digital conversion. [Paul Allen] steps us through a simple ...

mtk device, load yolon12 onnx success, quantization to fp16 load success, but quantization to int8 load error, got ORT_FAIL with no error_message ...