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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Bibliographic Details
Main Authors: ZHANG, Yedi, SONG, Fu, SUN, Jun
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2023
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Online Access: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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Institution: Singapore Management University
Language: English