Improving Generalization and Personalization in Long-Tailed Federated Learning via Classifier Retraining

Author:

Li Yuhang,Liu Tong,Shen Wenfeng,Cui Yangguang,Lu Weijia

Publisher

Springer Nature Switzerland

Reference24 articles.

1. Acar, D.A.E., Zhao, Y., Matas, R., Mattina, M., Whatmough, P., Saligrama, V.: Federated learning based on dynamic regularization. In: International Conference on Learning Representations (2021)

2. Cao, K., Wei, C., Gaidon, A., Arechiga, N., Ma, T.: Learning imbalanced datasets with label-distribution-aware margin loss. In: Proceedings of the 33rd International Conference on Neural Information Processing Systems, pp. 1567–1578 (2019)

3. Chen, H.Y., Chao, W.L.: On bridging generic and personalized federated learning for image classification. In: International Conference on Learning Representations (2022)

4. Chen, Z., et al.: Towards federated long-tailed learning. arXiv preprint arXiv:2206.14988 (2022)

5. Collins, L., Hassani, H., Mokhtari, A., Shakkottai, S.: Exploiting shared representations for personalized federated learning. In: International Conference on Machine Learning, pp. 2089–2099. PMLR (2021)

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