Acknowledgements
Particular due to Michael Reneer for his important contributions in establishing Parfait. Direct contributors to work on Parfait repositories embody Galen Andrew, Isha Arkatkar, Sean Augenstein, Kallista Bonawitz, Amlan Chakraborty, Zachary Charles, Stanislav Chiknavaryan, DeWitt Clinton, Taylor Cramer, Katharine Daly, Stefan Dierauf, Randy Dodgen, Hubert Eichner, Nova Fallen, Ken Franko, Zachary Garrett, Emily Glanz, Zoe Gong, Suxin Guo, Wolfgang Grieskamp, Mira Holford, Dzmitry Huba, Vladimir Ivanov, Peter Kairouz, Yash Katariya, Jakub Konečný, Artem Lagzdin, Hui Li, Stefano Mazzocchi, Brett McLarnon, Sania Nagpal, Krzysztof Ostrowski, Michael Reneer, Jason Roselander, Keith Rush, Karan Singhal, Maya Spivak, Rakshita Tandon, Hardik Vala, Timon Van Overveldt, Scott Wegner, Shanshan Wu, Yu Xiao, Zheng Xu, Ren Yi, Chunxiang Zheng, and Wennan Zhu. We might additionally prefer to thank exterior contributors and collaborators on TensorFlow Federated all through the years. The non-public AI analysis program represented in these repositories is steered by Daniel Ramage and Brendan McMahan, with sponsorship from Corinna Cortes, Blaise Aguera y Arcas, and Yossi Matias.