Byzantine-Robust Aggregation for Federated Learning with Reinforcement Learning

Author:

Yan SizhengORCID,Du JunpingORCID,Xue ZheORCID,Li AngORCID

Publisher

Springer Nature Singapore

Reference26 articles.

1. McMahan, B., Moore, E., Ramage, D., Hampson, S., Arcas, B.A.: Communication-efficient learning of deep networks from decentralized data. In: Artificial Intelligence and Statistics, pp. 1273–1282. PMLR (2017)

2. Kairouz, P., et al.: Advances and open problems in federated learning. Found. Trends® Mach. Learn. 14(1–2), 1–210 (2021)

3. Yin, D., Chen, Y., Kannan, R., Bartlett, P.: Byzantine-robust distributed learning: towards optimal statistical rates. In: International Conference on Machine Learning, pp. 5650–5659. PMLR (2018)

4. Wang, H., et al.: Attack of the tails: yes, you really can backdoor federated learning. Adv. Neural. Inf. Process. Syst. 33, 16070–16084 (2020)

5. Bhagoji, A.N., Chakraborty, S., Mittal, P., Calo, S.: Analyzing federated learning through an adversarial lens. In: International Conference on Machine Learning, pp. 634–643. PMLR (2019)

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