ShapleyFL: Robust Federated Learning Based on Shapley Value

Author:

Sun Qiheng1ORCID,Li Xiang1ORCID,Zhang Jiayao1ORCID,Xiong Li2ORCID,Liu Weiran3ORCID,Liu Jinfei4ORCID,Qin Zhan1ORCID,Ren Kui1ORCID

Affiliation:

1. Zhejiang University, Hangzhou, China

2. Emory University, Atlanta, GA, USA

3. Alibaba Group, Hangzhou, China

4. Zhejiang University & ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, China

Funder

Major Programs of the National Social Science Foundation of China

NIH grants

National Key R&D Program of China

NSF grants

NSFC grants

Publisher

ACM

Reference53 articles.

1. Skellam mixture mechanism

2. Peva Blanchard , El Mahdi El Mhamdi , Rachid Guerraoui, and Julien Stainer. 2017 . Machine learning with adversaries: Byzantine tolerant gradient descent. Advances in Neural Information Processing Systems , Vol. 30 (2017). Peva Blanchard, El Mahdi El Mhamdi, Rachid Guerraoui, and Julien Stainer. 2017. Machine learning with adversaries: Byzantine tolerant gradient descent. Advances in Neural Information Processing Systems, Vol. 30 (2017).

3. Federated learning with hierarchical clustering of local updates to improve training on non-IID data

4. Kaidi Cao , Colin Wei , Adrien Gaidon , Nikos Arechiga , and Tengyu Ma . 2019 . Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss . In Advances in Neural Information Processing Systems , Vol. 32 . Curran Associates, Inc. Kaidi Cao, Colin Wei, Adrien Gaidon, Nikos Arechiga, and Tengyu Ma. 2019. Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss. In Advances in Neural Information Processing Systems, Vol. 32. Curran Associates, Inc.

5. Xiaoyu Cao , Minghong Fang , Jia Liu , and Neil Zhenqiang Gong . 2020 . Fltrust: Byzantine-robust federated learning via trust bootstrapping. arXiv preprint arXiv:2012.13995 (2020). Xiaoyu Cao, Minghong Fang, Jia Liu, and Neil Zhenqiang Gong. 2020. Fltrust: Byzantine-robust federated learning via trust bootstrapping. arXiv preprint arXiv:2012.13995 (2020).

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