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Javier Fernandez-Marques
Javier Fernandez-Marques
Research Scientist, FlowerLabs
Verified email at cs.ox.ac.uk - Homepage
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Cited by
Cited by
Year
Flower: A friendly federated learning research framework
DJ Beutel, T Topal, A Mathur, X Qiu, J Fernandez-Marques, Y Gao, L Sani, ...
arXiv preprint arXiv:2007.14390, 2020
6512020
Degree-Quant: Quantization-Aware Training for Graph Neural Networks
SA Tailor, J Fernandez-Marques, ND Lane
International Conference on Learning Representations (ICLR), 2021
1552021
An Empirical study of Binary Neural Networks' Optimisation
M Alizadeh, J Fernández-Marqués, ND Lane, Y Gal
International Conference on Learning Representations (ICLR), 2019
942019
A first look into the carbon footprint of federated learning
X Qiu, T Parcollet, J Fernandez-Marques, PPB Gusmao, Y Gao, DJ Beutel, ...
Journal of Machine Learning Research 24 (129), 1-23, 2023
662023
ZeroFL: Efficient on-device training for federated learning with local sparsity
X Qiu, J Fernandez-Marques, PPB Gusmao, Y Gao, T Parcollet, ND Lane
arXiv preprint arXiv:2208.02507, 2022
502022
End-to-end speech recognition from federated acoustic models
Y Gao, T Parcollet, S Zaiem, J Fernandez-Marques, PPB de Gusmao, ...
ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022
412022
On-device federated learning with flower
A Mathur, DJ Beutel, PPB de Gusmao, J Fernandez-Marques, T Topal, ...
arXiv preprint arXiv:2104.03042, 2021
402021
Searching for Winograd-aware Quantized Networks
J Fernandez-Marques, PN Whatmough, A Mundy, M Mattina
Conference on Machine Learning and Systems (MLSys), 2020
382020
Deterministic Binary Filters for Convolutional Neural Networks.
VWS Tseng, S Bhattacharya, J Fernández-Marqués, M Alizadeh, C Tong, ...
International Joint Conference on Artificial Intelligence (IJCAI), 2018
182018
Federated Self-supervised Speech Representations: Are We There Yet?
Y Gao, J Fernandez-Marques, T Parcollet, A Mehrotra, ND Lane
arXiv preprint arXiv:2204.02804, 2022
142022
Deep learning on microcontrollers: a study on deployment costs and challenges
F Svoboda, J Fernandez-Marques, E Liberis, ND Lane
Proceedings of the 2nd European Workshop on Machine Learning and Systems, 54-63, 2022
122022
unzipFPGA: Enhancing FPGA-based CNN Engines with On-the-Fly Weights Generation
SI Venieris, J Fernandez-Marques, ND Lane
IEEE International Symposium on Field-Programmable Custom Computing Machines …, 2021
112021
On-the-fly deterministic binary filters for memory efficient keyword spotting applications on embedded devices
J Fernandez-Marques, VTS Tseng, S Bhattacharya, ND Lane
Proceedings of the 2nd International Workshop on Deep Learning for Mobile …, 2018
112018
BinaryCmd: Keyword Spotting with deterministic binary basis
J Fernandez-Marques, WST Vincent, S Bhattachara, ND Lane
Conference on Machine Learning and Systems (MLSys), 2018
82018
Match to win: Analysing sequences lengths for efficient self-supervised learning in speech and audio
Y Gaol, J Fernandez-Marques, T Parcollet, PPB de Gusmao, ND Lane
2022 IEEE Spoken Language Technology Workshop (SLT), 115-122, 2023
72023
Federated Learning for Inference at Anytime and Anywhere
Z Liu, D Li, J Fernandez-Marques, S Laskaridis, Y Gao, Ł Dudziak, SZ Li, ...
arXiv preprint arXiv:2212.04084, 2022
72022
FedorAS: Federated Architecture Search under system heterogeneity
L Dudziak, S Laskaridis, J Fernandez-Marques
arXiv preprint arXiv:2206.11239, 2022
72022
Characterization of the role of collagen network structure and composition in cancer cell migration
M Anguiano, C Castilla, M Maška, C Ederra, J Fernández-Marqués, ...
IEEE International Conference of Engineering in Medicine and Biology Society …, 2015
72015
Protea: Client profiling within federated systems using flower
W Zhao, X Qiu, J Fernandez-Marques, PPB de Gusmão, ND Lane
Proceedings of the 1st ACM Workshop on Data Privacy and Federated Learning …, 2022
62022
Quantification of the 3D collagen network geometry in confocal reflection microscopy
M Maska, C Ederra, J Fernández-Marqués, A Muñoz-Barrutia, M Kozubek, ...
IEEE International Conference on Image Processing (ICIP), 2015
52015
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