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WAFFLe: Weight Anonymized Factorization for Federated Learning [article]

Weituo Hao, Nikhil Mehta, Kevin J Liang, Pengyu Cheng, Mostafa El-Khamy, Lawrence Carin
2020 arXiv   pre-print
To address these issues, we propose Weight Anonymized Factorization for Federated Learning (WAFFLe), an approach that combines the Indian Buffet Process with a shared dictionary of weight factors for neural  ...  However, many federated learning approaches trade transmitting data for communicating updated weight parameters for each local device.  ...  We propose Weight Anonymized Factorization for Federated Learning (WAFFLe), leveraging Bayesian nonparametrics and neural network weight factorization to address these issues.  ... 
arXiv:2008.05687v1 fatcat:cbicydlt4jcizltbw6w74zpcza

WAFFLe: Weight Anonymized Factorization for Federated Learning

Weituo Hao, Nikhil Mehta, Kevin J. Liang, Pengyu Cheng, Mostafa El-Khamy, Lawrence Carin
2022 IEEE Access  
To address these issues, we propose Weight Anonymized Factorization for Federated Learning (WAFFLe), an approach that combines the Indian Buffet Process with a shared dictionary of weight factors for neural  ...  However, many federated learning approaches trade transmitting data for communicating updated weight parameters for each local device.  ...  We propose Weight Anonymized Factorization for Federated Learning (WAFFLe), leveraging Bayesian nonparametrics and neural network weight factorization to address these issues.  ... 
doi:10.1109/access.2022.3172945 fatcat:ep2dke72tzezzg2qytkrgvfxcy

Page 1293 of American Society of Civil Engineers. Collected Journals Vol. 121, Issue ST9 [page]

1995 American Society of Civil Engineers. Collected Journals  
Thanks are due to the anonymous ASCE reviewers for their critical reading of the manuscript. APPENDIX |. REFERENCES Aktan, A., and Bertero, V. (1984).  ...  ACKNOWLEDGMENTS Support for this research was provided by the Departmento del Dis- trito Federal and the Instituto de Ingenieria at UNAM, Mexico City.  ... 

Should Surgical Errors Always Be Disclosed to the Patient?

Constantine Mavroudis, Constantine D. Mavroudis, Keith S. Naunheim, Robert M. Sade
2005 Annals of Thoracic Surgery  
Postoperatively, Dr Waffle is uncertain what to tell the patient and his family.  ...  A jury would be likely to have great sympathy for Mr Lunger's young family, and this could well lead to an unjustified, emo-Presented at the Fifty  ...  This will require a social paradigm change and new federal legislation for implementation.  ... 
doi:10.1016/j.athoracsur.2005.05.023 pmid:16039174 fatcat:suhufowaybdynkebzgciua4kri

Ditto: Fair and Robust Federated Learning Through Personalization [article]

Tian Li, Shengyuan Hu, Ahmad Beirami, Virginia Smith
2021 arXiv   pre-print
Fairness and robustness are two important concerns for federated learning systems.  ...  To address these constraints, we propose employing a simple, general framework for personalized federated learning, Ditto, that can inherently provide fairness and robustness benefits, and develop a scalable  ...  Waffle: Weight anonymized factorization for federated learning. arXiv preprint arXiv:2008.05687, 2020. Hashimoto, T., Srivastava, M., Namkoong, H., and Liang, P.  ... 
arXiv:2012.04221v3 fatcat:5jkshkocejeo7ggvamegas27om

How Might Things Be Otherwise? [chapter]

2013 The Graduate Grind  
For example, while an earlier section of the report criticizes federal policy for insisting that research assistants working on federally funded projects must be classified as employees (1998a, 17) ,  ...  Even when promised anonymity, students are fearful to speak about their experiences.  ... 
doi:10.4324/9781315054537-13 fatcat:jaip24hm6ffrdotj44eshlomwq

SS/ES 7 (1/2) 2011 Part One

Admin Administrator
2011 Socialist Studies/Études Socialistes  
Acknowledgements The authors would like to thank the journal's anonymous reviewers for their helpful suggestions.  ...  for their comments.  ...  And for all us there is as much un-learning as learning that has to be part of it.  ... 
doi:10.18740/s4rw2d fatcat:4263t6qqwrd27gyhhtuhmm2yha

Altering One's Body-Perception Through E-Textiles and Haptic Metaphors

Ana Tajadura-Jiménez, Aleksander Väljamäe, Kristi Kuusk
2020 Frontiers in Robotics and AI  
., rocks) as sensations to design for body perceptions (e.g., being heavy, strong) and emotional responses.  ...  to in research papers, reports or conference proceedings albeit anonymously.  ...  For Weight, the effect of vibration pattern was signif cant [F (2, 90) = 10.83, p < 0.001], with no effect of material sample.  ... 
doi:10.3389/frobt.2020.00007 pmid:33501176 pmcid:PMC7805743 fatcat:ulgz53gqongh7j4d6y2cbsntwi

Child food insecurity in the UK: a rapid review

Magaly Aceves-Martins, Moira Cruickshank, Cynthia Fraser, Miriam Brazzelli
2018 Public Health Research  
Possible factors associated with child FI were identified, for example socioeconomic status, material deprivation, living in public housing and having unemployed or poorly educated parents.  ...  Funding The National Institute for Health Research Public Health Research programme.  ...  However, for children at or below 150% of the federal poverty level, the FI measures did not explain maths scores or learning Explanatory variables that were indicators of increasingly severe levels  ... 
doi:10.3310/phr06130 fatcat:gu7j2ydnybezjceuhb74szpq54

A Century of Profligacy? The Measurement and Evolution of Food Waste

John Bovay, Wei Zhang
2019 Agricultural and Resource Economics Review  
Through a reflection on the trends in major socioeconomic factors, we hypothesize that this downstream shift has been driven by increases in household incomes, improvements in technology, and changes in  ...  Food waste has been recognized as an economic issue for at least a century and is gaining tremendous traction in academia as well as in discourse about public policy.  ...  Acknowledgments We appreciate the helpful comments of the editor Max Melstrom, anonymous referees, and participants at the 2017 AAEA meeting and 2018 New York Produce Show and Conference.  ... 
doi:10.1017/age.2019.16 fatcat:dmkhkv6ckjfjdo4qnyvb6hcplu

Choosing healthier foods in recreational sports settings: a mixed methods investigation of the impact of nudging and an economic incentive

Dana Olstad, Laksiri A Goonewardene, Linda J McCargar, Kim D Raine
2014 International Journal of Behavioral Nutrition and Physical Activity  
Conclusions: This study found mixed evidence for the efficacy of nudging in cueing healthier dietary behaviors. Moreover, price reductions appeared ineffectual in this setting.  ...  Foundation of Canada Training Grant in Population Intervention for Chronic Disease Prevention, and the Canadian Federation of University Women.  ...  This study was funded by the Canadian Foundation for Dietetic Research.  ... 
doi:10.1186/1479-5868-11-6 pmid:24450763 pmcid:PMC3901328 fatcat:f5zsunvyincmhlltqst7g6so2q

Authentication Protocols in Internet of Vehicles: Taxonomy, Analysis, and Challenges

Palak Bagga, Ashok Kumar Das, Mohammad Wazid, Joel J. P. C. Rodrigues, Youngho Park
2020 IEEE Access  
In particular, focus on various authentication protocols is given that is needed for mutual authentication among the involved entities in the IoV environment for secure communication.  ...  Moreover, some testbeds are described that were designed and implemented for the IoV environment.  ...  ACKNOWLEDGMENT The authors would like to thank the anonymous reviewers and the Associate Editor for their valuable feedback on the paper which helped us to improve its quality as well as presentation.  ... 
doi:10.1109/access.2020.2981397 fatcat:mnndbufii5dudeiexbv7gj2jra

Creating "Chicks Who Fix": Women, Tool Knowledge, and Home Repair, 1920–2007

Amy Bix
2009 Women's Studies Quarterly  
ACKnOWLedgmenTs The author would like to express her thanks to two anonymous referees for WSQ for their helpful input.  ...  Thanks also to Iowa State University's Department of History and to the ISU Center for Excellence in the Arts and Humanities for their support of this project.  ...  In 1978, President Jimmy Carter set affirmative action targets for federal contractors.  ... 
doi:10.1353/wsq.0.0159 fatcat:rh5v5nd46rhl5bg6fv4q45jjhi

Trade's Experimental Compliance Mechanisms [chapter]

Kathleen Claussen
2021 International Economic Dispute Settlement  
Instead, it argues that states use the committees primarily to learn about potential third parties to the dispute, which ultimately helps complainants build their case.  ...  For more details on the committee procedure, see Kateryna Holzer "Addressing tensions and avoiding disputes: Specific trade concerns in the TBT Committee," Global Trade  ...  In each of these cases, the reader will learn that ambiguity about third party input is the most important factor in explaining why states take disputes through the committee track instead of the formal  ... 
doi:10.1017/9781108966122.014 fatcat:5ryk6o364nel3co34uwjltuofu

Quality of Life and Health Outcomes in Overweight and Non-Overweight Children With Asthma

Amy Becker Manion, Barbara Velsor-Friedrich
2017 Journal of Pediatric Health Care  
Unfortunately, full anonymity was not possible for this study since the subjects were not randomly chosen.  ...  Meal Patterns and Dietary Intake It appears that many factors can influence an individual's weight.  ...  This questionnaire will ask for information regarding you, your child, and factors related to asthma symptoms. Please fill in or circle the appropriate answer for each question.  ... 
doi:10.1016/j.pedhc.2016.01.005 pmid:26874457 fatcat:2jw2ozdgnjgu5k7aqejnhgx2vu
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