ScaleFL: Resource-Adaptive Federated Learning with Heterogeneous Clients

Author:

Ilhan Fatih1,Su Gong2,Liu Ling1

Affiliation:

1. Georgia Institute of Technology,Atlanta,GA

2. IBM Research,Yorktown Heights,NY

Publisher

IEEE

Reference35 articles.

1. SCAFFOLD: Stochastic controlled averaging for federated learning;karimireddy;Proceedings of the 37th International Conference on Machine Learning volume 119 of Proceedings of Machine Learning Research,0

2. Bert loses patience: Fast and robust inference with early exit;zhou;Advances in neural information processing systems,2020

3. Advances and Open Problems in Federated Learning

4. Character-level convolutional networks for text classification;zhang;Advances in neural information processing systems,2015

5. Adaptive Inference through Early-Exit Networks

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4. DDPG-AdaptConfig: A deep reinforcement learning framework for adaptive device selection and training configuration in heterogeneity federated learning;Future Generation Computer Systems;2024-09

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