QEBVerif: Quantization error bound verification of neural networks

To alleviate the practical constraints for deploying deep neural networks (DNNs) on edge devices, quantization is widely regarded as one promising technique. It reduces the resource requirements for computational power and storage space by quantizing the weights and/or activation tensors of a DNN in...

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Main Authors: ZHANG, Yedi, SONG, Fu, SUN, Jun
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語言:English
出版: Institutional Knowledge at Singapore Management University 2023
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在線閱讀:https://ink.library.smu.edu.sg/sis_research/8119
https://ink.library.smu.edu.sg/context/sis_research/article/9122/viewcontent/Computer_Aided_Verification.pdf
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