GG
Giulio Gambardella
cs.CVcs.ARcs.LG
On Valency
published · living versionsW_6wu3pw8p·v1 · currentpublished
FAT: Training Neural Networks for Reliable Inference Under Hardware Faults
with Ussama Zahid, Nicholas J. Fraser, Michaela Blott, Kees Vissers
1 version
Preprints & journals
9 papers in the corpus · 2016–2022On the RTL Implementation of FINN Matrix Vector Compute Unit2201.11409v2 · Syed Asad Alam, David Gregg, Giulio Gambardella et al.2022 · 4 citationsarXiv
FAT: Training Neural Networks for Reliable Inference Under Hardware Faults2011.05873v1 · Ussama Zahid, Giulio Gambardella, Nicholas J. Fraser et al.2020 · 52 citationsarXivon Valency
FINN-R: An End-to-End Deep-Learning Framework for Fast Exploration of Quantized Neural Networks1809.04570v1 · Michaela Blott, Thomas Preusser, Nicholas Fraser et al.2018 · 31 citationsarXiv
Accuracy to Throughput Trade-offs for Reduced Precision Neural Networks on Reconfigurable Logic1807.10577v1 · Jiang Su, Nicholas J. Fraser, Giulio Gambardella et al.2018 · 20 citationsarXiv
FINN-L: Library Extensions and Design Trade-off Analysis for Variable Precision LSTM Networks on FPGAs1807.04093v1 · Vladimir Rybalkin, Alessandro Pappalardo, Muhammad Mohsin Ghaffar et al.2018 · 73 citationsarXiv
Scaling Neural Network Performance through Customized Hardware Architectures on Reconfigurable Logic1807.03123v1 · Michaela Blott, Thomas B. Preusser, Nicholas Fraser et al.2018 · 7 citationsarXiv
Compressing Low Precision Deep Neural Networks Using Sparsity-Induced Regularization in Ternary Networks1709.06262v2 · Julian Faraone, Nicholas Fraser, Giulio Gambardella et al.2017 · 14 citationsarXiv
Scaling Binarized Neural Networks on Reconfigurable Logic1701.03400v2 · Nicholas J. Fraser, Yaman Umuroglu, Giulio Gambardella et al.2017 · 54 citationsarXiv
FINN: A Framework for Fast, Scalable Binarized Neural Network Inference1612.07119v1 · Yaman Umuroglu, Nicholas J. Fraser, Giulio Gambardella et al.2016 · 1,188 citationsarXiv
Career total: 43 works. 9 are in this corpus.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.