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 | 5641 | 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 | 773 | 2007 |
Breaking the communication-privacy-accuracy trilemma WN Chen, P Kairouz, A Ozgur Advances in Neural Information Processing Systems 33, 3312-3324, 2020 | 127 | 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 | 108* | 2013 |
Geometric lower bounds for distributed parameter estimation under communication constraints Y Han, A Özgür, T Weissman Conference On Learning Theory, 3163-3188, 2018 | 96 | 2018 |
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 | 93 | 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 | 92 | 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 | 89 | 2010 |
Learning distributions from their samples under communication constraints LP Barnes, Y Han, A Ozgur arXiv preprint arXiv:1902.02890, 2019 | 87* | 2019 |
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 | 67 | 2016 |
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 | 65 | 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 | 63 | 2010 |
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 | 58 | 2020 |
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 |
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 | 52 | 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 | 52 | 2018 |
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 | 48 | 2019 |
Approximately achieving Gaussian relay network capacity with lattice-based QMF codes A Ozgur, SN Diggavi IEEE Transactions on Information Theory 59 (12), 8275-8294, 2013 | 47 | 2013 |
Scaling laws for one-and two-dimensional random wireless networks in the low-attenuation regime A Ozgur, O Lévêque, E Preissmann IEEE Transactions on Information Theory 53 (10), 3573-3585, 2007 | 47 | 2007 |