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Gauri Joshi
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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
52742021
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
10502020
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
3552020
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
3172021
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
3152018
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
2592021
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
2372018
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
2192014
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
1772018
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
1692019
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
1632015
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
1492017
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
1422014
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
1342021
Towards understanding biased client selection in federated learning
YJ Cho, J Wang, G Joshi
International Conference on Artificial Intelligence and Statistics, 10351-10375, 2022
1182022
Coding for fast content download
G Joshi, Y Liu, E Soljanin
arXiv preprint arXiv:1210.3012, 2012
1122012
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
1012019
Rateless codes for near-perfect load balancing in distributed matrix-vector multiplication
A Mallick, M Chaudhari, U Sheth, G Palanikumar, G Joshi
Abstracts of the 2020 SIGMETRICS/Performance Joint International Conference …, 2020
842020
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
812021
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
742022
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