Javier Fernández-Marqués

ACM Trans. Design Autom. Electr. Syst., November, 2023

A First Look into the Carbon Footprint of Federated Learning.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2023

How Much Is Hidden in the NAS Benchmarks? Few-Shot Adaptation of a NAS Predictor.

[BibT_eX]

[DOI]

Hongkai Wen

CoRR, 2023

Are We There Yet? Product Quantization and its Hardware Acceleration.

[BibT_eX]

[DOI]

Ahmed F. AbouElhamayed

Mohamed S. Abdelfattah

CoRR, 2023

2022

Federated Learning for Inference at Anytime and Anywhere.

[BibT_eX]

[DOI]

Zicheng Liu

Da Li

Timothy M. Hospedales

CoRR, 2022

Match to Win: Analysing Sequences Lengths for Efficient Self-supervised Learning in Speech and Audio.

[BibT_eX]

[DOI]

CoRR, 2022

FedorAS: Federated Architecture Search under system heterogeneity.

[BibT_eX]

[DOI]

Lukasz Dudziak

Stefanos Laskaridis

CoRR, 2022

Match to Win: Analysing Sequences Lengths for Efficient Self-Supervised Learning in Speech and Audio.

[BibT_eX]

[DOI]

Yan Gaol

Proceedings of the IEEE Spoken Language Technology Workshop, 2022

Federated Self-supervised Speech Representations: Are We There Yet?

[BibT_eX]

[DOI]

Abhinav Mehrotra

Proceedings of the Interspeech 2022, 2022

ZeroFL: Efficient On-Device Training for Federated Learning with Local Sparsity.

[BibT_eX]

[DOI]

Nicholas Donald Lane

Proceedings of the Tenth International Conference on Learning Representations, 2022

End-to-End Speech Recognition from Federated Acoustic Models.

[BibT_eX]

[DOI]

Salah Zaiem

Daniel J. Beutel

Proceedings of the IEEE International Conference on Acoustics, 2022

Protea: client profiling within federated systems using flower.

[BibT_eX]

[DOI]

Wanru Zhao

Proceedings of the 1st ACM Workshop on Data Privacy and Federated Learning Technologies for Mobile Edge Network, 2022

Deep learning on microcontrollers: a study on deployment costs and challenges.

[BibT_eX]

[DOI]

Filip Svoboda

Edgar Liberis

Proceedings of the EuroMLSys '22: Proceedings of the 2nd European Workshop on Machine Learning and Systems, Rennes, France, April 5, 2022

2021

End-to-End Speech Recognition from Federated Acoustic Models.

[BibT_eX]

[DOI]

Daniel J. Beutel

Pedro Porto Buarque de Gusmão

CoRR, 2021

On-device Federated Learning with Flower.

[BibT_eX]

[DOI]

Akhil Mathur

Daniel J. Beutel

CoRR, 2021

A first look into the carbon footprint of federated learning.

[BibT_eX]

[DOI]

Pedro Porto Buarque de Gusmão

CoRR, 2021

Degree-Quant: Quantization-Aware Training for Graph Neural Networks.

[BibT_eX]

[DOI]

Shyam Anil Tailor

Nicholas Donald Lane

Proceedings of the 9th International Conference on Learning Representations, 2021

unzipFPGA: Enhancing FPGA-based CNN Engines with On-the-Fly Weights Generation.

[BibT_eX]

[DOI]

Stylianos I. Venieris

Proceedings of the 29th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2021

2020

Searching for Winograd-aware Quantized Networks.

[BibT_eX]

[DOI]

Paul N. Whatmough

Andrew Mundy

Matthew Mattina

Proceedings of Machine Learning and Systems 2020, 2020

2019

An Empirical study of Binary Neural Networks' Optimisation.

[BibT_eX]

[DOI]

Milad Alizadeh

Yarin Gal

Proceedings of the 7th International Conference on Learning Representations, 2019

2018

On-the-fly deterministic binary filters for memory efficient keyword spotting applications on embedded devices.

[BibT_eX]

[DOI]

Vincent W. S. Tseng

Sourav Bhattacharya

Proceedings of the 2nd International Workshop on Embedded and Mobile Deep Learning, 2018

Deterministic binary filters for keyword spotting applications.

[BibT_eX]

[DOI]

Vincent W. S. Tseng

Sourav Bhattacharya

Proceedings of the 16th Annual International Conference on Mobile Systems, 2018

Deterministic Binary Filters for Convolutional Neural Networks.

[BibT_eX]

[DOI]

Vincent W. S. Tseng

Sourav Bhattacharya

Milad Alizadeh

Catherine Tong

Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

2015

Quantification of the 3D collagen network geometry in confocal reflection microscopy.

[BibT_eX]

[DOI]

Martin Maska

Cristina Ederra

Carlos Ortiz-de-Solorzano

Arrate Muñoz-Barrutia

Michal Kozubek

Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Characterization of the role of collagen network structure and composition in cancer cell migration.

[BibT_eX]

[DOI]