WebDec 22, 2024 · Expanding the reach of federated learning by reducing client resource requirements. arXiv preprint arXiv:1812.07210 (2024). Google Scholar [6] Chai Di, Wang Leye, Chen Kai, and Yang Qiang. 2024. Secure federated matrix factorization. IEEE Intell. Syst. 36, 5 (2024), 11 – 20. Google Scholar Cross Ref WebCommunication cost is often a bottleneck in federated learning and other client-based distributed learning scenarios. To overcome this, several gradient compression and model compression algorithms have been proposed. In this work, we propose an alternative approach whereby an ensemble of pre-trained base predictors is trained via federated ...
QSGD: Communication-Efficient SGD via Gradient …
WebNov 11, 2024 · The method of quantization is adopted to optimize the communication of federated learning and quantifies features with different accuracy according to the … WebSep 7, 2024 · Expanding the Reach of Federated Learning by Reducing Client Resource Requirements. arXiv:1812.07210 [cs.LG] Google Scholar; Youngjae Chang, Akhil Mathur, Anton Isopoussu, Junehwa Song, and Fahim Kawsar. 2024. A systematic study of unsupervised domain adaptation for robust human-activity recognition. Proceedings of … اعداد فرشتگان 4141
Table 1 from A differential privacy federated learning framework …
WebFederated Learning (FL) is a special distributed machine learning environment. It is jointly trained by many clients under the coordination of a central server. And differential privacy can provide privacy guarantee for FL. While, federated learning, compared with centralized learning, converges at slower speed. WebSep 27, 2024 · Expanding the reach of federated learning by reducing client resource requirements. arXiv preprint arXiv:1812.07210. Communication-efficient learning of … WebFederated learning (FL) has experienced a boom in recent years, which is jointly promoted by the prosperity of machine learning and Artificial Intelligence along with emerging privacy issues. ... Expanding the reach of federated learning by reducing client resource requirements. arXiv:1812.07210 (2024). Google Scholar [33] Sattler Felix ... اعداد فرشتگان 55