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18544169. PRACTICAL ACTIVATION RANGE RESTRICTION FOR NEURAL NETWORK QUANTIZATION (QUALCOMM Incorporated)

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PRACTICAL ACTIVATION RANGE RESTRICTION FOR NEURAL NETWORK QUANTIZATION

Organization Name

QUALCOMM Incorporated

Inventor(s)

Mingu Lee of San Diego CA US

Kanghwan Jang of San Diego CA US

Christopher Lott of San Diego CA US

Liang Zhang of San Diego CA US

PRACTICAL ACTIVATION RANGE RESTRICTION FOR NEURAL NETWORK QUANTIZATION

This abstract first appeared for US patent application 18544169 titled 'PRACTICAL ACTIVATION RANGE RESTRICTION FOR NEURAL NETWORK QUANTIZATION

Original Abstract Submitted

A processor-implemented method determines a practical domain for a following function in a following layer of an artificial neural network. The artificial neural network includes a leading function in a leading layer and the following function in the following layer, which is a subsequent consecutive layer of the artificial neural network. The method also sets a first quantization range of an output activation of the leading function based on the practical domain.

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