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Fabiano Libano
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Selective hardening for neural networks in FPGAs
F Libano, B Wilson, J Anderson, MJ Wirthlin, C Cazzaniga, C Frost, ...
IEEE Transactions on Nuclear Science 66 (1), 216-222, 2018
1082018
Understanding the impact of quantization, accuracy, and radiation on the reliability of convolutional neural networks on FPGAs
F Libano, B Wilson, M Wirthlin, P Rech, J Brunhaver
IEEE Transactions on Nuclear Science 67 (7), 1478-1484, 2020
472020
Reliability evaluation of mixed-precision architectures
FF dos Santos, C Lunardi, D Oliveira, F Libano, P Rech
2019 IEEE International Symposium on High Performance Computer Architecture …, 2019
382019
On the reliability of linear regression and pattern recognition feedforward artificial neural networks in FPGAs
F Libano, P Rech, L Tambara, J Tonfat, F Kastensmidt
IEEE Transactions on Nuclear Science 65 (1), 288-295, 2017
382017
How reduced data precision and degree of parallelism impact the reliability of convolutional neural networks on FPGAs
F Libano, P Rech, B Neuman, J Leavitt, M Wirthlin, J Brunhaver
IEEE Transactions on Nuclear Science 68 (5), 865-872, 2021
332021
Comparative analysis of inference errors in a neural network implemented in SRAM-based FPGA induced by neutron irradiation and fault injection methods
F Benevenuti, F Libano, V Pouget, FL Kastensmidt, P Rech
2018 31st Symposium on Integrated Circuits and Systems Design (SBCCI), 1-6, 2018
222018
Efficient error detection for matrix multiplication with systolic arrays on fpgas
F Libano, P Rech, J Brunhaver
IEEE Transactions on Computers, 2023
62023
On the Reliability of Xilinx's Deep Processing Unit and Systolic Arrays for Matrix Multiplication
F Libano, P Rech, J Brunhaver
2020 20th European Conference on Radiation and Its Effects on Components and …, 2020
42020
Analyzing and Improving the Reliability of Matrix Multiplication and Neural Networks on FPGAs
F Libano
Arizona State University, 2021
12021
Reliability analysis of neural networks in FPGAs
FP Libano
12018
Reliability analysis of neural networks in heterogeneous systems
FP Libano
2017
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