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Compressing deep neural networks on FPGAs to binary and ternary precision with hls4ml

https://doi.org/10.1088/2632-2153/aba042

Ngadiuba, Jennifer ; Loncar, Vladimir ; Pierini, Maurizio ; Summers, Sioni ; Di Guglielmo, Giuseppe ; Duarte, Javier ; Harris, Philip ; Rankin, Dylan ; Jindariani, Sergo ; Liu, Mia ; et al (December 2020, Machine Learning: Science and Technology)

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AIgean: An Open Framework for Machine Learning on Heterogeneous Clusters

https://doi.org/10.1109/FCCM48280.2020.00072

Tarafdar, Naif ; Guglielmo, Giuseppe Di ; Harris, Philip C ; Krupa, Jeffrey D ; Loncar, Vladimir ; Rankin, Dylan S ; Tran, Nhan ; Wu, Zhenbin ; Shen, Qianfeng ; Chow, Paul (May 2020, FCCM conference proceedings)

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FPGA-Accelerated Machine Learning Inference as a Service for Particle Physics Computing

https://doi.org/10.1007/s41781-019-0027-2

Duarte, Javier ; Harris, Philip ; Hauck, Scott ; Holzman, Burt ; Hsu, Shih-Chieh ; Jindariani, Sergo ; Khan, Suffian ; Kreis, Benjamin ; Lee, Brian ; Liu, Mia ; et al (December 2019, Computing and Software for Big Science)

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