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Kallista A. Bonawitz
Kallista A. Bonawitz
Google
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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
70882021
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
36742017
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
34622019
Church: a language for generative models
N Goodman, V Mansinghka, DM Roy, K Bonawitz, JB Tenenbaum
arXiv preprint arXiv:1206.3255, 2012
10152012
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
6222016
Secure Single-Server Aggregation with (Poly) Logarithmic Overhead
J Bell, KA Bonawitz, A Gascón, T Lepoint, M Raykova
ePrint, 2020
5032020
Discrete distribution estimation under local privacy
P Kairouz, K Bonawitz, D Ramage
International Conference on Machine Learning, 2436-2444, 2016
4042016
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
2052021
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
972019
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
872021
Reverse iteration of planning data for system control
KA Bonawitz
US Patent 9,201,426, 2015
632015
Methods and systems for performing flocking while executing a long-range fleet plan
KA Bonawitz, D Piponi
US Patent 8,781,727, 2014
542014
Context aware local differential privacy
J Acharya, K Bonawitz, P Kairouz, D Ramage, Z Sun
International Conference on Machine Learning, 52-62, 2020
532020
Selection between explore mode and control mode for aerial vehicle
KA Bonawitz, J Mathe
US Patent 9,836,063, 2017
452017
Federated learning and privacy
K Bonawitz, P Kairouz, B Mcmahan, D Ramage
Communications of the ACM 65 (4), 90-97, 2022
432022
Method and device for determining communication timing
KA Bonawitz
US Patent 9,148,215, 2015
342015
Methods and systems for decomposing fleet planning optimizations via spatial partitions
KA Bonawitz
US Patent 8,874,356, 2014
342014
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
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
322021
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
302015
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