Mini-Batch Semi-Stochastic Gradient Descent in the Proximal Setting
Konecny, Jakub, Liu, Jie, Richtarik, Peter, Takac, Martin
Published in IEEE journal of selected topics in signal processing (01.03.2016)
Published in IEEE journal of selected topics in signal processing (01.03.2016)
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Journal Article
Distributed optimization with arbitrary local solvers
Ma, Chenxin, Konečný, Jakub, Jaggi, Martin, Smith, Virginia, Jordan, Michael I., Richtárik, Peter, Takáč, Martin
Published in Optimization methods & software (04.07.2017)
Published in Optimization methods & software (04.07.2017)
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Journal Article
Semi-stochastic coordinate descent
Konečný, Jakub, Qu, Zheng, Richtárik, Peter
Published in Optimization methods & software (03.09.2017)
Published in Optimization methods & software (03.09.2017)
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Journal Article
Randomized Distributed Mean Estimation: Accuracy vs. Communication
Konečný, Jakub, Richtárik, Peter
Published in Frontiers in applied mathematics and statistics (18.12.2018)
Published in Frontiers in applied mathematics and statistics (18.12.2018)
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Journal Article
Semi-Stochastic Gradient Descent Methods
Konečný, Jakub, Richtárik, Peter
Published in Frontiers in applied mathematics and statistics (23.05.2017)
Published in Frontiers in applied mathematics and statistics (23.05.2017)
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Journal Article
Thoracoscopic radiofrequency ablation for lone atrial fibrillation: Box-lesion technique
Klvacek, Ales, Steriovsky, Andrea, Konecny, Jakub, Skala, Tomas, Lonsky, Vladimir, Santavy, Petr
Published in Cor et vasa (English ed.) (01.08.2017)
Published in Cor et vasa (English ed.) (01.08.2017)
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Journal Article
Five-year experience with cardiac surgery procedures in dialysis-dependent patients
Klváček, Ales, Šantavý, Petr, Zuščich, Ondrej, Konečný, Jakub, Hájek, Roman, Lonský, Vladimir
Published in Cor et vasa (English ed.) (01.04.2015)
Published in Cor et vasa (English ed.) (01.04.2015)
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Journal Article
Stochastic, Distributed and Federated Optimization for Machine Learning
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Paper
Journal Article
Federated Learning with Autotuned Communication-Efficient Secure Aggregation
Bonawitz, Keith, Salehi, Fariborz, Konecny, Jakub, McMahan, Brendan, Gruteser, Marco
Published in 2019 53rd Asilomar Conference on Signals, Systems, and Computers (01.11.2019)
Published in 2019 53rd Asilomar Conference on Signals, Systems, and Computers (01.11.2019)
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Conference Proceeding
Improving Federated Learning Personalization via Model Agnostic Meta Learning
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Paper
Journal Article
Convergence and Accuracy Trade-Offs in Federated Learning and Meta-Learning
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Paper
Journal Article
Optimizing the Communication-Accuracy Trade-off in Federated Learning with Rate-Distortion Theory
Mitchell, Nicole, Ballé, Johannes, Zachary, Charles, Konečný, Jakub
Published in arXiv.org (19.05.2022)
Published in arXiv.org (19.05.2022)
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Paper
Journal Article
On the Outsized Importance of Learning Rates in Local Update Methods
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Paper
Journal Article
Randomized Distributed Mean Estimation: Accuracy vs Communication
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Paper
Journal Article
Federated Learning with Autotuned Communication-Efficient Secure Aggregation
Bonawitz, Keith, Salehi, Fariborz, Konečný, Jakub, McMahan, Brendan, Gruteser, Marco
Published in arXiv.org (30.11.2019)
Published in arXiv.org (30.11.2019)
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Paper
Journal Article