Edward Kreinar

Fast inference of deep neural networks in FPGAs for particle physics pdf

Song Han, Maurizio Pierini, Jennifer Ngadiuba, 2018, Journal of Instrumentation.

Fast inference of Boosted Decision Trees in FPGAs for particle physics pdf

Javier Duarte, Maurizio Pierini, Vladimir Loncar, 2020, Journal of Instrumentation.

Fast convolutional neural networks on FPGAs with hls4ml pdf

Javier Duarte, Yutaro Iiyama, Kevin Pedro, 2021, ArXiv.

Fast Inference of Deep Neural Networks for Real-time Particle Physics Applications

Song Han, Maurizio Pierini, Vladimir Loncar, 2019, FPGA.

Accelerated Charged Particle Tracking with Graph Neural Networks on FPGAs pdf

Javier Duarte, Maurizio Pierini, Mark Neubauer, 2020, ArXiv.

Distance-Weighted Graph Neural Networks on FPGAs for Real-Time Particle Reconstruction in High Energy Physics

Gianluca Cerminara, Javier Duarte, Yutaro Iiyama, 2020, Frontiers in Big Data.

hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices pdf

Luca P. Carloni, Adrian Alan Pol, Maurizio Pierini, 2021, ArXiv.

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

Philip Harris, Javier Duarte, Maurizio Pierini, 2020, Mach. Learn. Sci. Technol..

Fast convolutional neural networks on FPGAs with hls4ml

Philip Harris, Javier Duarte, Yutaro Iiyama, 2021, Machine Learning: Science and Technology.