Locally Asynchronous Stochastic Gradient Descent for Decentralised Deep Learning

Autor: Avidor, Tomer, Israel, Nadav Tal

Distributed training algorithms of deep neural networks show impressive convergence speedup properties on very large problems. However, they inherently suffer from communication related slowdowns and communication topology becomes a crucial design ch

Externí odkaz: http://arxiv.org/abs/2203.13085

Overcoming Forgetting in Federated Learning on Non-IID Data

Autor: Shoham, Neta, Avidor, Tomer, Keren, Aviv, Israel, Nadav, Benditkis, Daniel, Mor-Yosef, Liron, Zeitak, Itai

We tackle the problem of Federated Learning in the non i.i.d. case, in which local models drift apart, inhibiting learning. Building on an analogy with Lifelong Learning, we adapt a solution for catastrophic forgetting to Federated Learning. We add a

Externí odkaz: http://arxiv.org/abs/1910.07796

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Using All Means to Protect Public Health in Israel From Emerging Tobacco Products.

Autor: Kopel E; All of the authors are with the Israel Association of Public Health Physicians, Israel Medical Association, Ramat Gan, Israel. Eran Kopel is also with the Department of Epidemiology and Preventive Medicine, School of Public Health, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel. Nadav Davidovitch is also with the Department of Health Systems Management, Faculty of Health Sciences, Ben Gurion University of the Negev, Beer Sheva, Israel. Hagai Levine is also with the Hebrew University-Hadassah Braun School of Public Health and Community Medicine, Jerusalem, Israel., Davidovitch N; All of the authors are with the Israel Association of Public Health Physicians, Israel Medical Association, Ramat Gan, Israel. Eran Kopel is also with the Department of Epidemiology and Preventive Medicine, School of Public Health, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel. Nadav Davidovitch is also with the Department of Health Systems Management, Faculty of Health Sciences, Ben Gurion University of the Negev, Beer Sheva, Israel. Hagai Levine is also with the Hebrew University-Hadassah Braun School of Public Health and Community Medicine, Jerusalem, Israel., Levine H; All of the authors are with the Israel Association of Public Health Physicians, Israel Medical Association, Ramat Gan, Israel. Eran Kopel is also with the Department of Epidemiology and Preventive Medicine, School of Public Health, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel. Nadav Davidovitch is also with the Department of Health Systems Management, Faculty of Health Sciences, Ben Gurion University of the Negev, Beer Sheva, Israel. Hagai Levine is also with the Hebrew University-Hadassah Braun School of Public Health and Community Medicine, Jerusalem, Israel.

Publikováno v: American journal of public health [Am J Public Health] 2017 Oct; Vol. 107 (10), pp. 1599-1600.

Doppler-based flow rate sensing in microfluidic channels.

Autor: Stern L; Department of Applied Physics, The Benin School of Engineering and Computer Science, The Center for Nanoscience and Nanotechnology, The Hebrew University of Jerusalem, Jerusalem 91904, Israel. liron.stern@mail.huji.ac.il., Bakal A; Department of Applied Physics, The Benin School of Engineering and Computer Science, The Center for Nanoscience and Nanotechnology, The Hebrew University of Jerusalem, Jerusalem 91904, Israel. avibakal@gmail.com., Tzur M; Department of Applied Physics, The Benin School of Engineering and Computer Science, The Center for Nanoscience and Nanotechnology, The Hebrew University of Jerusalem, Jerusalem 91904, Israel. mor.tzur11@gmail.com., Veinguer M; Department of Applied Physics, The Benin School of Engineering and Computer Science, The Center for Nanoscience and Nanotechnology, The Hebrew University of Jerusalem, Jerusalem 91904, Israel. myview21@yahoo.com., Mazurski N; Department of Applied Physics, The Benin School of Engineering and Computer Science, The Center for Nanoscience and Nanotechnology, The Hebrew University of Jerusalem, Jerusalem 91904, Israel. noam@savion.huji.ac.il., Cohen N; Department of Applied Physics, The Benin School of Engineering and Computer Science, The Center for Nanoscience and Nanotechnology, The Hebrew University of Jerusalem, Jerusalem 91904, Israel. nadav_cohen@mod.gov.il., Levy U; Department of Applied Physics, The Benin School of Engineering and Computer Science, The Center for Nanoscience and Nanotechnology, The Hebrew University of Jerusalem, Jerusalem 91904, Israel. ulevy@mail.huji.ac.il.

Publikováno v: Sensors (Basel, Switzerland) [Sensors (Basel)] 2014 Sep 10; Vol. 14 (9), pp. 16799-807. Date of Electronic Publication: 2014 Sep 10.