| The convergence of sparsified gradient methods D Alistarh, T Hoefler, M Johansson, N Konstantinov, S Khirirat, C Renggli Advances in Neural Information Processing Systems 31, 2018 | 626 | 2018 |
| Mini-batch gradient descent: Faster convergence under data sparsity S Khirirat, HR Feyzmahdavian, M Johansson 2017 IEEE 56th Annual Conference on Decision and Control (CDC), 2880-2887, 2017 | 154 | 2017 |
| Distributed learning with compressed gradients S Khirirat, HR Feyzmahdavian, M Johansson arXiv preprint arXiv:1806.06573, 2018 | 102 | 2018 |
| Compressed gradient methods with hessian-aided error compensation S Khirirat, S Magnússon, M Johansson IEEE Transactions on Signal Processing 69, 998-1011, 2020 | 22 | 2020 |
| A flexible framework for communication-efficient machine learning S Khirirat, S Magnússon, A Aytekin, M Johansson Proceedings of the AAAI Conference on Artificial Intelligence 35 (9), 8101-8109, 2021 | 17 | 2021 |
| Gradient compression for communication-limited convex optimization S Khirirat, M Johansson, D Alistarh 2018 IEEE Conference on Decision and Control (CDC), 166-171, 2018 | 15 | 2018 |
| Clip21: Error feedback for gradient clipping S Khirirat, E Gorbunov, S Horváth, R Islamov, F Karray, P Richtárik arXiv preprint arXiv:2305.18929, 2023 | 11 | 2023 |
| Communication efficient sparsification for large scale machine learning S Khirirat, S Magnússon, A Aytekin, M Johansson arXiv preprint arXiv:2003.06377, 2020 | 9 | 2020 |
| Improved step-size schedules for proximal noisy gradient methods S Khirirat, X Wang, S Magnússon, M Johansson IEEE Transactions on Signal Processing 71, 189-201, 2023 | 7 | 2023 |
| Compressed federated reinforcement learning with a generative model A Beikmohammadi, S Khirirat, S Magnússon Joint European Conference on Machine Learning and Knowledge Discovery in …, 2024 | 4 | 2024 |
| Zeroth-order randomized subspace Newton methods E Berglund, S Khirirat, X Wang ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022 | 4 | 2022 |
| On the convergence of federated learning algorithms without data similarity A Beikmohammadi, S Khirirat, S Magnússon IEEE Transactions on Big Data, 2024 | 3 | 2024 |
| Eco-Fedsplit: Federated learning with error-compensated compression S Khirirat, S Magnússon, M Johansson ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022 | 3 | 2022 |
| Improved step-size schedules for noisy gradient methods S Khirirat, X Wang, S Magnússon, M Johansson ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and …, 2021 | 3 | 2021 |
| Convergence bounds for compressed gradient methods with memory based error compensation S Khirirat, S Magnússon, M Johansson ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019 | 3 | 2019 |
| Error Feedback under -Smoothness: Normalization and Momentum S Khirirat, A Sadiev, A Riabinin, E Gorbunov, P Richtárik arXiv preprint arXiv:2410.16871, 2024 | 2 | 2024 |
| Distributed momentum methods under biased gradient estimations A Beikmohammadi, S Khirirat, S Magnússon arXiv e-prints, arXiv: 2403.00853, 2024 | 2 | 2024 |
| Randomized first-order methods for convex optimization S Khirirat Master’s thesis, KTH Royal Institute of Technology, Stockholm, 2016 | 2 | 2016 |
| Communication-Adaptive Gradient Sparsification for Federated Learning with Error Compensation S Vaishnav, S Khirirat, S Magnússon IEEE Internet of Things Journal, 2024 | 1 | 2024 |
| Communication-efficient Algorithms Under Generalized Smoothness Assumptions S Khirirat, A Sadiev, A Riabinin, E Gorbunov, P Richtárik OPT 2024: Optimization for Machine Learning, 2024 | 1 | 2024 |
Mikael JohanssonProfessor of Electrical Engineering, KTHVerified email at kth.se
Sindri MagnússonAssociate Professor (Docent), Stockholm UniversityVerified email at dsv.su.se
Dan AlistarhProfessor at IST AustriaVerified email at ist.ac.at
Hamid Reza FeyzmahdavianPrincipal Scientist, ABB Corporate ResearchVerified email at kth.se
Peter RichtarikProfessor, KAUSTVerified email at kaust.edu.sa
Ali BeikmohammadiPhd Researcher, Department of Computer and Systems Sciences, Stockholm University, SwedenVerified email at dsv.su.se
Xiaoyu Wang (王小玉)Research Assistant Professor at HKUSTVerified email at ust.hk
Eduard GorbunovResearch Scientist, Mohamed bin Zayed University of Artificial IntelligenceVerified email at mbzuai.ac.ae
Samuel HorvathMohamed bin Zayed University of Artificial Intelligence (MBZUAI)Verified email at mbzuai.ac.ae
Xuyang WuSouthern University of Science and TechnologyVerified email at sustech.edu.cn
