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Julian Faraone
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SYQ: Learning Symmetric Quantization For Efficient Deep Neural Networks
J Faraone, N Fraser, M Blott, PHW Leong
Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2018
1652018
Redundancy-reduced mobilenet acceleration on reconfigurable logic for imagenet classification
J Su, J Faraone, J Liu, Y Zhao, DB Thomas, PHW Leong, PYK Cheung
Applied Reconfigurable Computing. Architectures, Tools, and Applications …, 2018
792018
AddNet: Deep Neural Networks Using FPGA-Optimized Multipliers
J Faraone, M Kumm, M Hardieck, P Zipf, X Liu, D Boland, PHW Leong
IEEE Transactions on Very Large Scale Integration Systems (TVLSI), 2019
702019
Training Deep Neural Networks in Low-Precision with High Accuracy using FPGAs
S Fox, J Faraone, D Boland, K Vissers, PHW Leong
IEEE International Conference on Field-Programmable Technology (FPT …, 2019
482019
A Block MiniFloat Representation For Training Deep Neural Networks
S Fox, S Rasoulinezhad, J Faraone, D Boland, P Leong
International Conference On Learning Representations (ICLR), 2021
442021
Customizing low-precision deep neural networks for FPGAs
J Faraone, G Gambardella, D Boland, N Fraser, M Blott, PHW Leong
2018 28th International Conference on Field Programmable Logic and …, 2018
302018
Compressing low precision deep neural networks using sparsity-induced regularization in ternary networks
J Faraone, N Fraser, G Gambardella, M Blott, PHW Leong
Neural Information Processing: 24th International Conference, ICONIP 2017 …, 2017
182017
Long short-term memory for radio frequency spectral prediction and its real-time FPGA implementation
YH Lee, DJM Moss, J Faraone, P Blackmore, D Salmond, D Boland, ...
MILCOM 2018-2018 IEEE Military Communications Conference (MILCOM), 1-9, 2018
112018
FPGA implementations of kernel normalised least mean squares processors
NJ Fraser, J Lee, DJM Moss, J Faraone, S Tridgell, CT Jin, PHW Leong
ACM Transactions on Reconfigurable Technology and Systems (TRETS) 10 (4), 1-20, 2017
72017
Long short-term memory for radio frequency spectral prediction and its real-time fpga implementation
YHL Siddhartha, DJM Moss, J Faraone, P Blackmore, D Salmond, ...
MILCOM 2018-2018 IEEE Military Communications Conference (MILCOM), 1-9, 2018
62018
System and method for implementing neural networks in integrated circuits
J Faraone, M Blott, N Fraser
US Patent 11,615,300, 2023
12023
Monte Carlo Deep Neural Network Arithmetic
J Faraone, P Leong
12019
Super efficient neural network for compression artifacts reduction and super resolution
W Ma, Q Lou, A Kazemi, J Faraone, T Afzal
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2024
2024
Simplification Of Deep Neural Networks For Efficient Inference
J Faraone
The University of Sydney Australia 27, 2021
2021
FPGA Implementation of a Fully Pipelined Kernel Normalised Least Mean Squares Processor
J Faraone, NJ Fraser, C Jin, JK Lee, P Leong, D Moss, S Tridgell
Association for Computing Machinery (ACM), 2017
2017
CCS Concepts: rComputer systems organization→ Reconfigurable computing
NJ Fraser, JK Lee, DJM Moss, J Faraone, S Tridgell, CT Jin, PHW Leong
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Artikler 1–16