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The Future of Consumer Edge-AI Computing


Oct 19, 2022
Stefanos Laskaridis, Stylianos I. Venieris, Alexandros Kouris, Rui Li, Nicholas D. Lane

* Under review 

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


Oct 03, 2022
Yan Gao, Javier Fernandez-Marques, Titouan Parcollet, Pedro P. B. de Gusmao, Nicholas D. Lane


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Fluid Batching: Exit-Aware Preemptive Serving of Early-Exit Neural Networks on Edge NPUs


Sep 27, 2022
Alexandros Kouris, Stylianos I. Venieris, Stefanos Laskaridis, Nicholas D. Lane

* Under Review 

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Adaptable Butterfly Accelerator for Attention-based NNs via Hardware and Algorithm Co-design


Sep 20, 2022
Hongxiang Fan, Thomas Chau, Stylianos I. Venieris, Royson Lee, Alexandros Kouris, Wayne Luk, Nicholas D. Lane, Mohamed S. Abdelfattah

* Paper accepted by MICRO'22 

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Protea: Client Profiling within Federated Systems using Flower


Jul 03, 2022
Wanru Zhao, Xinchi Qiu, Javier Fernandez-Marques, Pedro P. B. de Gusmão, Nicholas D. Lane


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Multi-DNN Accelerators for Next-Generation AI Systems


May 19, 2022
Stylianos I. Venieris, Christos-Savvas Bouganis, Nicholas D. Lane

* Accepted for publication at the IEEE Computer journal, 2022 

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Secure Aggregation for Federated Learning in Flower


May 12, 2022
Kwing Hei Li, Pedro Porto Buarque de Gusmão, Daniel J. Beutel, Nicholas D. Lane

* Accepted to appear in the 2nd International Workshop on Distributed Machine Learning 

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


Apr 06, 2022
Yan Gao, Javier Fernandez-Marques, Titouan Parcollet, Abhinav Mehrotra, Nicholas D. Lane


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Differentiable Network Pruning for Microcontrollers


Oct 15, 2021
Edgar Liberis, Nicholas D. Lane


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Smart at what cost? Characterising Mobile Deep Neural Networks in the wild


Sep 28, 2021
Mario Almeida, Stefanos Laskaridis, Abhinav Mehrotra, Lukasz Dudziak, Ilias Leontiadis, Nicholas D. Lane

* Accepted at the ACM Internet Measurement Conference (IMC), 2021 

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