עקוב אחר
Gauri Joshi
Gauri Joshi
Carnegie Mellon University
כתובת אימייל מאומתת בדומיין andrew.cmu.edu - דף הבית
כותרת
צוטט על ידי
צוטט על ידי
שנה
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
71172021
Tackling the objective inconsistency problem in heterogeneous federated optimization‏
J Wang, Q Liu, H Liang, G Joshi, HV Poor‏
Advances in neural information processing systems 33, 7611-7623, 2020‏
15392020
Client selection in federated learning: Convergence analysis and power-of-choice selection strategies‏
YJ Cho, J Wang, G Joshi‏
arXiv preprint arXiv:2010.01243, 2020‏
5182020
A Field Guide to Federated Optimization‏
J Wang, Z Charles, Z Xu, G Joshi, HB McMahan, M Al-Shedivat, G Andrew, ...‏
arXiv preprint arXiv:2107.06917, 2021‏
4122021
Cooperative SGD: A unified framework for the design and analysis of communication-efficient SGD algorithms‏
J Wang, G Joshi‏
arXiv preprint arXiv:1808.07576, 2018‏
3502018
Cooperative SGD: A unified framework for the design and analysis of local-update SGD algorithms‏
J Wang, G Joshi‏
Journal of Machine Learning Research 22 (213), 1-50, 2021‏
3222021
Adaptive communication strategies to achieve the best error-runtime trade-off in local-update SGD‏
J Wang, G Joshi‏
arXiv preprint arXiv:1810.08313, 2018‏
2722018
On the delay-storage trade-off in content download from coded distributed storage systems‏
G Joshi, Y Liu, E Soljanin‏
IEEE Journal on Selected Areas in Communications 32 (5), 989-997, 2014‏
2232014
Towards understanding biased client selection in federated learning‏
YJ Cho, J Wang, G Joshi‏
International Conference on Artificial Intelligence and Statistics, 10351-10375, 2022‏
2172022
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
2072021
Slow and stale gradients can win the race: Error-runtime trade-offs in distributed SGD‏
S Dutta, G Joshi, S Ghosh, P Dube, P Nagpurkar‏
International Conference on Artificial Intelligence and Statistics, 803-812, 2018‏
2052018
MATCHA: Speeding Up Decentralized SGD via Matching Decomposition Sampling‏
J Wang, AK Sahu, Z Yang, G Joshi, S Kar‏
arXiv preprint arXiv:1905.09435, 2019‏
2022019
Using straggler replication to reduce latency in large-scale parallel computing‏
D Wang, G Joshi, G Wornell‏
ACM SIGMETRICS Performance Evaluation Review 43 (3), 7-11, 2015‏
1732015
Efficient redundancy techniques for latency reduction in cloud systems‏
G Joshi, E Soljanin, G Wornell‏
ACM Transactions on Modeling and Performance Evaluation of Computing Systems …, 2017‏
1622017
Efficient task replication for fast response times in parallel computation‏
D Wang, G Joshi, G Wornell‏
The 2014 ACM international conference on Measurement and modeling of …, 2014‏
1452014
Heterogeneous Ensemble Knowledge Transfer for Training Large Models in Federated Learning‏
YJ Cho, A Manoel, G Joshi, R Sim, D Dimitriadis‏
arXiv preprint arXiv:2204.12703, 2022‏
1392022
Accelerating Deep Learning by Focusing on the Biggest Losers‏
AH Jiang, DLK Wong, G Zhou, DG Andersen, J Dean, GR Ganger, ...‏
arXiv preprint arXiv:1910.00762, 2019‏
1372019
Adaptive quantization of model updates for communication-efficient federated learning‏
D Jhunjhunwala, A Gadhikar, G Joshi, YC Eldar‏
ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and …, 2021‏
1292021
Coding for fast content download‏
G Joshi, Y Liu, E Soljanin‏
arXiv preprint arXiv:1210.3012, 2012‏
1142012
A Novel Framework for the Analysis and Design of Heterogeneous Federated Learning‏
J Wang, Q Liu, H Liang, G Joshi, HV Poor‏
IEEE Transactions on Signal Processing 69, 5234-5249, 2021‏
962021
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מאמרים 1–20