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Sulaiman A. Alghunaim
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Decentralized proximal gradient algorithms with linear convergence rates
SA Alghunaim, EK Ryu, K Yuan, AH Sayed
IEEE Transactions on Automatic Control 66 (6), 2787-2794, 2020
1202020
A linearly convergent proximal gradient algorithm for decentralized optimization
S Alghunaim, K Yuan, AH Sayed
Advances in Neural Information Processing Systems 32, 2019
752019
On the influence of bias-correction on distributed stochastic optimization
K Yuan, SA Alghunaim, B Ying, AH Sayed
IEEE Transactions on Signal Processing 68, 4352-4367, 2020
522020
Linear convergence of primal–dual gradient methods and their performance in distributed optimization
SA Alghunaim, AH Sayed
Automatica 117, 109003, 2020
512020
A proximal diffusion strategy for multiagent optimization with sparse affine constraints
SA Alghunaim, K Yuan, AH Sayed
IEEE Transactions on Automatic Control 65 (11), 4554-4567, 2019
482019
Distributed coupled multiagent stochastic optimization
SA Alghunaim, AH Sayed
IEEE Transactions on Automatic Control 65 (1), 175-190, 2019
472019
A unified and refined convergence analysis for non-convex decentralized learning
SA Alghunaim, K Yuan
IEEE Transactions on Signal Processing 70, 3264-3279, 2022
432022
Removing data heterogeneity influence enhances network topology dependence of decentralized sgd
K Yuan, SA Alghunaim, X Huang
Journal of Machine Learning Research 24 (280), 1-53, 2023
312023
Dual coupled diffusion for distributed optimization with affine constraints
SA Alghunaim, K Yuan, AH Sayed
2018 IEEE Conference on Decision and Control (CDC), 829-834, 2018
162018
On the performance of exact diffusion over adaptive networks
K Yuan, SA Alghunaim, B Ying, AH Sayed
2019 IEEE 58th Conference on Decision and Control (CDC), 4898-4903, 2019
152019
On the performance of gradient tracking with local updates
EDH Nguyen, SA Alghunaim, K Yuan, CA Uribe
2023 62nd IEEE Conference on Decision and Control (CDC), 4309-4313, 2023
142023
Dual consensus proximal algorithm for multi-agent sharing problems
SA Alghunaim, Q Lyu, M Yan, AH Sayed
IEEE Transactions on Signal Processing 69, 5568-5579, 2021
122021
Decentralized exact coupled optimization
SA Alghunaim, K Yuan, AH Sayed
2017 55th Annual Allerton Conference on Communication, Control, and …, 2017
92017
A multi-agent primal-dual strategy for composite optimization over distributed features
SA Alghunaim, M Yan, AH Sayed
2020 28th European Signal Processing Conference (EUSIPCO), 2095-2099, 2021
72021
Team policy learning for multi-agent reinforcement learning
L Cassano, SA Alghunaim, AH Sayed
ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019
72019
Local exact-diffusion for decentralized optimization and learning
SA Alghunaim
IEEE Transactions on Automatic Control, 2024
62024
An enhanced gradient-tracking bound for distributed online stochastic convex optimization
SA Alghunaim, K Yuan
Signal Processing 217, 109345, 2024
52024
Distributed coupled learning over adaptive networks
SA Alghunaim, AH Sayed
2018 IEEE International Conference on Acoustics, Speech and Signal …, 2018
52018
Diffusion LMS filter for distributed estimation of systems with stochastic state transition and observation matrices
JY Ishihara, SA Alghunaim
2017 American Control Conference (ACC), 5199-5204, 2017
52017
Revisiting Decentralized ProxSkip: Achieving Linear Speedup
L Guo, SA Alghunaim, K Yuan, L Condat, J Cao
arXiv preprint arXiv:2310.07983, 2023
2*2023
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