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Kallista A. Bonawitz
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Advances and open problems in federated learning
P Kairouz, HB McMahan, B Avent, A Bellet, M Bennis, AN Bhagoji, ...
Foundations and trends® in machine learning 14 (1–2), 1-210, 2021
64522021
Practical secure aggregation for privacy-preserving machine learning
K Bonawitz, V Ivanov, B Kreuter, A Marcedone, HB McMahan, S Patel, ...
proceedings of the 2017 ACM SIGSAC Conference on Computer and Communications …, 2017
34262017
Towards federated learning at scale: System design
K Bonawitz, H Eichner, W Grieskamp, D Huba, A Ingerman, V Ivanov, ...
arXiv preprint arXiv:1902.01046, 2019
32832019
Church: a language for generative models
N Goodman, V Mansinghka, DM Roy, K Bonawitz, JB Tenenbaum
arXiv preprint arXiv:1206.3255, 2012
10142012
Practical secure aggregation for federated learning on user-held data
K Bonawitz, V Ivanov, B Kreuter, A Marcedone, HB McMahan, S Patel, ...
arXiv preprint arXiv:1611.04482, 2016
5712016
Secure Single-Server Aggregation with (Poly) Logarithmic Overhead
J Bell, KA Bonawitz, A Gascón, T Lepoint, M Raykova
ePrint, 2020
4472020
Discrete distribution estimation under local privacy
P Kairouz, K Bonawitz, D Ramage
International Conference on Machine Learning, 2436-2444, 2016
3842016
Mariana Raykova, Dawn Song, Weikang Song, Sebastian U
P Kairouz, HB McMahan, B Avent, A Bellet, M Bennis, AN Bhagoji, ...
Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tramèr, Praneeth …, 2021
2042021
Federated learning with autotuned communication-efficient secure aggregation
K Bonawitz, F Salehi, J Konečný, B McMahan, M Gruteser
2019 53rd Asilomar Conference on Signals, Systems, and Computers, 1222-1226, 2019
892019
Federated learning and privacy: Building privacy-preserving systems for machine learning and data science on decentralized data
K Bonawitz, P Kairouz, B McMahan, D Ramage
Queue 19 (5), 87-114, 2021
802021
Reverse iteration of planning data for system control
KA Bonawitz
US Patent 9,201,426, 2015
602015
Context aware local differential privacy
J Acharya, K Bonawitz, P Kairouz, D Ramage, Z Sun
International Conference on Machine Learning, 52-62, 2020
512020
Methods and systems for performing flocking while executing a long-range fleet plan
KA Bonawitz, D Piponi
US Patent 8,781,727, 2014
512014
Selection between explore mode and control mode for aerial vehicle
KA Bonawitz, J Mathe
US Patent 9,836,063, 2017
442017
Federated learning and privacy
K Bonawitz, P Kairouz, B Mcmahan, D Ramage
Communications of the ACM 65 (4), 90-97, 2022
382022
Methods and systems for determining fleet trajectories to satisfy a sequence of coverage requirements
KA Bonawitz, A Treuille
US Patent 9,014,957, 2015
332015
Method and device for determining communication timing
KA Bonawitz
US Patent 9,148,215, 2015
312015
Methods and systems for decomposing fleet planning optimizations via spatial partitions
KA Bonawitz
US Patent 8,874,356, 2014
312014
Towards sparse federated analytics: Location heatmaps under distributed differential privacy with secure aggregation
E Bagdasaryan, P Kairouz, S Mellem, A Gascón, K Bonawitz, D Estrin, ...
arXiv preprint arXiv:2111.02356, 2021
292021
Methods and systems for determining when to launch vehicles into a fleet of autonomous vehicles
KA Bonawitz, B Rhodes, A Treuille
US Patent 9,195,938, 2015
272015
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