Concepedia

A state-of-the-art survey on solving non-IID data in Federated Learning

Xiaodong Ma, Jia Zhu, Zhihao Lin, Shanxuan Chen, Yangjie Qin

Future Generation Computer Systems · 2022 · 362 citations · 67 references

Concepts

ComputingComputer ScienceDistributed SystemsMachine LearningDistributed LearningFederated LearningMissing Data ComputationOnline AlgorithmsReinforcement LearningUnsupervised LearningDomain Adaptation In Federated LearningFederated Meta-learningFederated Reinforcement LearningFederated Training ArchitectureFederated Transfer LearningResource Allocation In Federated LearningState-of-the-art Review

References

67

Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Kashif Rasul, Roland Vollgraf · arXiv (Cornell University) · 2017 · 6.1K citations · Full text

Computing, Computer Science, Data Science +10

Federated Machine Learning

Qiang Yang, Yang Liu, Tianjian Chen et al. · ACM Transactions on Intelligent Systems and Technology · 2019 · 5.9K citations

Computing, Computer Science, Cybersecurity +12

Deep Learning with Differential Privacy

Martı́n Abadi, Andy Chu, Ian Goodfellow et al. · 2016 · 5.9K citations · Full text

Computing, Computer Science, Data Ethics +14

Practical Secure Aggregation for Privacy-Preserving Machine Learning

Keith Bonawitz, Vladimir Ivanov, Ben Kreuter et al. · 2017 · 3.4K citations

Computing, Computer Science, Information Technology +17

International Conference on Machine Learning (ICML)-2005

宏治津田 · 人工知能学会誌 = Journal of Japanese Society for Artificial Intelligence · 2006 · 2.5K citations

Computing, Computer Science, Algorithms +10