Investigating Resource-efficient Neutron/Gamma Classification ML Models Targeting eFPGAs

19 April 2024

Papers citing "Investigating Resource-efficient Neutron/Gamma Classification ML Models Targeting eFPGAs"

6 / 6 papers shown

Title
Embedded FPGA Developments in 130nm and 28nm CMOS for Machine Learning in Particle Detector Readout J. Gonski Aseem Gupta Haoyi Jia Hyunjoon Kim Lorenzo Rota L. Ruckman A. Dragone R. Herbst 53 2 0 26 Apr 2024
hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices F. Fahim B. Hawks C. Herwig J. Hirschauer S. Jindariani ... J. Ngadiuba Miaoyuan Liu Duc Hoang E. Kreinar Zhenbin Wu 49 132 0 09 Mar 2021
Automatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors C. Coelho Aki Kuusela Shane Li Zhuang Hao T. Aarrestad Vladimir Loncar J. Ngadiuba M. Pierini Adrian Alan Pol S. Summers MQ 65 178 0 15 Jun 2020
Fast inference of Boosted Decision Trees in FPGAs for particle physics S. Summers G. D. Guglielmo Javier Mauricio Duarte Philip C. Harris Duc Hoang ... J. Ngadiuba M. Pierini D. Rankin N. Tran Zhenbin Wu AI4CE 43 68 0 05 Feb 2020
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 121 392 0 16 Apr 2018
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems Martín Abadi Ashish Agarwal P. Barham E. Brevdo Zhiwen Chen ... Pete Warden Martin Wattenberg Martin Wicke Yuan Yu Xiaoqiang Zheng 242 11,145 0 14 Mar 2016