Automatic heterogeneous quantization of deep neural networks for
low-latency inference on the edge for particle detectors

Automatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors

15 June 2020

Vladimir Loncar

Adrian Alan Pol

Papers citing "Automatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors"

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Title
Ps and Qs: Quantization-aware pruning for efficient low latency neural network inference B. Hawks Javier Mauricio Duarte Nicholas J. Fraser Alessandro Pappalardo N. Tran Yaman Umuroglu MQ 4 51 0 22 Feb 2021
Fast convolutional neural networks on FPGAs with hls4ml T. Aarrestad Vladimir Loncar Nicolò Ghielmetti M. Pierini S. Summers ... N. Tran Miaoyuan Liu E. Kreinar Zhenbin Wu Duc Hoang 13 107 0 13 Jan 2021
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 75 386 0 16 Apr 2018