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Large-scale Knowledge Distillation with Elastic Heterogeneous Computing Resources


Jul 14, 2022
Ji Liu, Daxiang Dong, Xi Wang, An Qin, Xingjian Li, Patrick Valduriez, Dejing Dou, Dianhai Yu

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* To appear in Concurrency and Computation: Practice and Experience, 16 pages, 7 figures, 5 tables 

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Distributed intelligence on the Edge-to-Cloud Continuum: A systematic literature review


Apr 29, 2022
Daniel Rosendo, Alexandru Costan, Patrick Valduriez, Gabriel Antoniu

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* Journal of Parallel and Distributed Computing, Elsevier, 2022, 166, pp.71-94 

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Reproducible Performance Optimization of Complex Applications on the Edge-to-Cloud Continuum


Aug 04, 2021
Daniel Rosendo, Alexandru Costan, Gabriel Antoniu, Matthieu Simonin, Jean-Christophe Lombardo, Alexis Joly, Patrick Valduriez

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* Cluster 2021 - IEEE International Conference on Cluster Computing, Sep 2021, Portland, OR, United States 

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Hyperspherical embedding for novel class classification


Feb 05, 2021
Rafael S. Pereira, Alexis Joly, Patrick Valduriez, Fabio Porto

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* 9 pages with 10 figures and 6 tables. Not currently published 

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Workflow Provenance in the Lifecycle of Scientific Machine Learning


Sep 30, 2020
Renan Souza, Leonardo G. Azevedo, Vítor Lourenço, Elton Soares, Raphael Thiago, Rafael Brandão, Daniel Civitarese, Emilio Vital Brazil, Marcio Moreno, Patrick Valduriez, Marta Mattoso, Renato Cerqueira, Marco A. S. Netto

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* 21 pages, 10 figures, Under review in a scientific journal since June 30th, 2020. arXiv admin note: text overlap with arXiv:1910.04223 

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Provenance Data in the Machine Learning Lifecycle in Computational Science and Engineering


Oct 21, 2019
Renan Souza, Leonardo Azevedo, Vítor Lourenço, Elton Soares, Raphael Thiago, Rafael Brandão, Daniel Civitarese, Emilio Vital Brazil, Marcio Moreno, Patrick Valduriez, Marta Mattoso, Renato Cerqueira, Marco A. S. Netto

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* 10 pages, 7 figures, Accepted at Workflows in Support of Large-scale Science (WORKS) co-located with the ACM/IEEE International Conference for High Performance Computing, Networking, Storage, and Analysis (SC) 2019, Denver, Colorado 

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Parallel Computation of PDFs on Big Spatial Data Using Spark


May 08, 2018
Ji Liu, Noel Moreno Lemus, Esther Pacitti, Fabio Porto, Patrick Valduriez

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