Lower bounds for learning distributions under communication constraints via fisher information LP Barnes, Y Han, A Ozgur Journal of Machine Learning Research 21 (236), 1-30, 2020 | 86* | 2020 |
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 | 52 | 2020 |
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 | 51 | 2020 |
Efficient telematics data upload MJ Throop, L Barnes, DB Thornburg, BD Tillman, JW Schmotzer US Patent 10,242,509, 2019 | 33 | 2019 |
“The Capacity of the Relay Channel”: Solution to Cover’s Problem in the Gaussian Case X Wu, LP Barnes, A Özgür IEEE Transactions on Information Theory, 2018 | 24 | 2018 |
Fisher information for distributed estimation under a blackboard communication protocol LP Barnes, Y Han, A Özgür 2019 IEEE International Symposium on Information Theory (ISIT), 2704-2708, 2019 | 23 | 2019 |
Over-the-air statistical estimation CZ Lee, LP Barnes, A Özgür IEEE Journal on Selected Areas in Communications 40 (2), 548-561, 2021 | 14 | 2021 |
A solution to cover's problem for the binary symmetric relay channel: Geometry of sets on the hamming sphere LP Barnes, X Wu, A Özgür 2017 55th Annual Allerton Conference on Communication, Control, and …, 2017 | 13 | 2017 |
A geometric characterization of fisher information from quantized samples with applications to distributed statistical estimation LP Barnes, Y Han, A Özgür 2018 56th Annual Allerton Conference on Communication, Control, and …, 2018 | 11 | 2018 |
Improved information theoretic generalization bounds for distributed and federated learning LP Barnes, A Dytso, HV Poor 2022 IEEE International Symposium on Information Theory (ISIT), 1465-1470, 2022 | 10 | 2022 |
The geometry of the relay channel X Wu, LP Barnes, A Özgür 2017 IEEE International Symposium on Information Theory (ISIT), 2233-2237, 2017 | 10 | 2017 |
Cover's open problem:“The Capacity of the Relay Channel” X Wu, LP Barnes, A Özgür Communication, Control, and Computing (Allerton), 2016 54th Annual Allerton …, 2016 | 9* | 2016 |
Improved information-theoretic generalization bounds for distributed, federated, and iterative learning LP Barnes, A Dytso, HV Poor Entropy 24 (9), 1178, 2022 | 8 | 2022 |
Fisher information and mutual information constraints LP Barnes, A Özgür 2021 IEEE International Symposium on Information Theory (ISIT), 2179-2184, 2021 | 7 | 2021 |
Minimax bounds for distributed logistic regression LP Barnes, A Ozgur arXiv preprint arXiv:1910.01625, 2019 | 6 | 2019 |
Lower bounds for over-the-air statistical estimation CZ Lee, LP Barnes, A Özgür 2021 IEEE International Symposium on Information Theory (ISIT), 2358-2363, 2021 | 4 | 2021 |
Estimation: On the Optimality of Linear Estimators LP Barnes, A Dytso, J Liu, HV Poor arXiv preprint arXiv:2309.09129, 2023 | 3 | 2023 |
The Courtade-Kumar most informative Boolean function conjecture and a symmetrized Li-Médard conjecture are equivalent LP Barnes, A Özgür 2020 IEEE International Symposium on Information Theory (ISIT), 2205-2209, 2020 | 3 | 2020 |
L1 Estimation in Gaussian Noise: On the Optimality of Linear Estimators LP Barnes, A Dytso, HV Poor 2023 IEEE International Symposium on Information Theory (ISIT), 1872-1877, 2023 | 1 | 2023 |
Over-the-Air Statistical Estimation of Sparse Models CZ Lee, LP Barnes, W Zhan, A Özgür 2021 IEEE Global Communications Conference (GLOBECOM), 1-6, 2021 | 1 | 2021 |