End-to-end codesign of Hessian-aware quantized neural networks for FPGAs
and ASICs

End-to-end codesign of Hessian-aware quantized neural networks for FPGAs and ASICs

13 April 2023

Zhen Dong

Javier Mauricio Duarte

Michael W. Mahoney

Jovan Mitrevski

Papers citing "End-to-end codesign of Hessian-aware quantized neural networks for FPGAs and ASICs"

4 / 4 papers shown

Title
Automated and Holistic Co-design of Neural Networks and ASICs for Enabling In-Pixel Intelligence Shubha R. Kharel Prashansa Mukim Piotr Maj Grzegorz W. Deptuch Shinjae Yoo Yihui Ren Soumyajit Mandal 20 0 0 18 Jul 2024
Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml Nicolò Ghielmetti Vladimir Loncar M. Pierini Marcel Roed S. Summers ... Christoffer Petersson H. Linander J. Ngadiuba Kelvin Lin Philip C. Harris SSeg 19 20 0 16 May 2022
Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT Sheng Shen Zhen Dong Jiayu Ye Linjian Ma Z. Yao A. Gholami Michael W. Mahoney Kurt Keutzer MQ 214 505 0 12 Sep 2019
Fast inference of deep neural networks in FPGAs for particle physics Javier Mauricio Duarte Song Han Philip C. Harris S. Jindariani E. Kreinar ... J. Ngadiuba M. Pierini R. Rivera N. Tran Zhenbin Wu AI4CE 75 385 0 16 Apr 2018