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Poonam Yadav

University of York

MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation



Alexandros Karargyris , Renato Umeton , Micah J. Sheller , Alejandro Aristizabal , Johnu George , Srini Bala , Daniel J. Beutel , Victor Bittorf , Akshay Chaudhari , Alexander Chowdhury , Cody Coleman , Bala Desinghu , Gregory Diamos , Debo Dutta , Diane Feddema , Grigori Fursin , Junyi Guo , Xinyuan Huang , David Kanter , Satyananda Kashyap , Nicholas Lane , Indranil Mallick , Pietro Mascagni , Virendra Mehta , Vivek Natarajan , Nikola Nikolov , Nicolas Padoy , Gennady Pekhimenko , Vijay Janapa Reddi , G Anthony Reina , Pablo Ribalta , Jacob Rosenthal , Abhishek Singh , Jayaraman J. Thiagarajan , Anna Wuest , Maria Xenochristou , Daguang Xu , Poonam Yadav , Michael Rosenthal , Massimo Loda , Jason M. Johnson , Peter Mattson


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Revisiting IoT Device Identification



Roman Kolcun , Diana Andreea Popescu , Vadim Safronov , Poonam Yadav , Anna Maria Mandalari , Richard Mortier , Hamed Haddadi

* To appear in TMA 2021 conference. 9 pages, 6 figures. arXiv admin note: text overlap with arXiv:2011.08605 

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The Case for Retraining of ML Models for IoT Device Identification at the Edge



Roman Kolcun , Diana Andreea Popescu , Vadim Safronov , Poonam Yadav , Anna Maria Mandalari , Yiming Xie , Richard Mortier , Hamed Haddadi

* 13 pages, 8 figures, 4 tables 

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Benchmarking TinyML Systems: Challenges and Direction



Colby R. Banbury , Vijay Janapa Reddi , Max Lam , William Fu , Amin Fazel , Jeremy Holleman , Xinyuan Huang , Robert Hurtado , David Kanter , Anton Lokhmotov , David Patterson , Danilo Pau , Jae-sun Seo , Jeff Sieracki , Urmish Thakker , Marian Verhelst , Poonam Yadav

* 5 pages, 1 figure, 2 tables 

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Face Prediction Model for an Automatic Age-invariant Face Recognition System



Poonam Yadav

* 3 pages, 2 figures 

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