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 | 6643 | 2021 |
Hierarchical cooperation achieves optimal capacity scaling in ad hoc networks A Özgür, O Lévêque, D Tse Information Theory, IEEE Transactions on 53 (10), 3549-3572, 2007 | 779 | 2007 |
Breaking the communication-privacy-accuracy trilemma WN Chen, P Kairouz, A Ozgur Advances in Neural Information Processing Systems 33, 3312-3324, 2020 | 138 | 2020 |
Spatial degrees of freedom of large distributed MIMO systems and wireless ad hoc networks A Özgür, O Lévêque, D Tse IEEE Journal on Selected Areas in Communications 31, 202-214, 2013 | 116 | 2013 |
Approximately achieving Gaussian relay network capacity with lattice-based QMF codes A Özgür, SN Diggavi IEEE Transactions on Information Theory 59 (12), 8275-8294, 2013 | 109* | 2013 |
Geometric lower bounds for distributed parameter estimation under communication constraints Y Han, A Özgür, T Weissman Conference On Learning Theory, 3163-3188, 2018 | 104 | 2018 |
Learning distributions from their samples under communication constraints LP Barnes, Y Han, A Ozgur arXiv preprint arXiv:1902.02890, 2019 | 96* | 2019 |
Near optimal energy control and approximate capacity of energy harvesting communication Y Dong, F Farnia, A Özgür IEEE Journal on Selected Areas in Communications 33 (3), 540 - 557, 2015 | 94 | 2015 |
Universally near optimal online power control for energy harvesting nodes D Shaviv, A Özgür IEEE Journal on Selected Areas in Communications 34 (12), 3620-3631, 2016 | 93 | 2016 |
Information-theoretic operating regimes of large wireless networks A Özgür, R Johari, D Tse, O Lévêque Information Theory, IEEE Transactions on 56 (1), 427-437, 2010 | 90 | 2010 |
Capacity of the energy-harvesting channel with a finite battery D Shaviv, PM Nguyen, A Özgür IEEE Transactions on Information Theory 62 (11), 6436-6458, 2016 | 68 | 2016 |
rTop-k: A Statistical Estimation Approach to Distributed SGD LP Barnes, HA Inan, B Isik, A Özgür IEEE Journal on Selected Areas in Information Theory 1 (3), 897-907, 2020 | 66 | 2020 |
Advances and open problems in federated learning. arXiv 2019 P Kairouz, HB McMahan, B Avent, A Bellet, M Bennis, AN Bhagoji, ... arXiv preprint arXiv:1912.04977, 1912 | 66 | 1912 |
Throughput-Delay Tradeoff for Hierarchical Cooperation in ad hoc wireless networks A Ozgur, O Lévêque Information Theory, IEEE Transactions on 56 (3), 1369-1377, 2010 | 64 | 2010 |
Fisher information under local differential privacy LP Barnes, WN Chen, A Özgür IEEE Journal on Selected Areas in Information Theory 1 (3), 645-659, 2020 | 57 | 2020 |
Distributed statistical estimation of high-dimensional and nonparametric distributions Y Han, P Mukherjee, A Ozgur, T Weissman 2018 IEEE International Symposium on Information Theory (ISIT), 506-510, 2018 | 53 | 2018 |
Hierarchical cooperation achieves linear capacity scaling in ad hoc networks A Ozgur, O Lévêque, D Tse INFOCOM 2007. 26th IEEE International Conference on Computer Communications …, 2007 | 53 | 2007 |
The poisson binomial mechanism for unbiased federated learning with secure aggregation WN Chen, A Ozgur, P Kairouz International Conference on Machine Learning, 3490-3506, 2022 | 52 | 2022 |
On the optimality of the Kautz-Singleton construction in probabilistic group testing HA Inan, P Kairouz, M Wootters, A Özgür IEEE Transactions on Information Theory 65 (9), 5592-5603, 2019 | 51 | 2019 |
Phase retrieval via incremental truncated Wirtinger flow R Kolte, A Özgür arXiv preprint arXiv:1606.03196, 2016 | 47 | 2016 |