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20172025
most citedhls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices

8 citations · 10 across the 6 of their papers we have counts for

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Showing 2022Show all

2 papers · 1 filter

cs.LG2022★ 1 cited

FIT: A Metric for Model Sensitivity

Ben Zandonati, Adrian Alan Pol, Maurizio Pierini +2

Model compression is vital to the deployment of deep learning on edge devices. Low precision representations, achieved via quantization of weights and activations, can reduce infer…

hep-ex2022

Lightweight Jet Reconstruction and Identification as an Object Detection Task

Adrian Alan Pol, Thea Aarrestad, Ekaterina Govorkova +8

We apply object detection techniques based on deep convolutional blocks to end-to-end jet identification and reconstruction tasks encountered at the CERN Large Hadron Collider (LHC…