Towards fairness-aware and privacy-preserving enhanced collaborative learning for healthcare

Retrieved on: 2025-03-23 13:27:55

Tags for this article:

Machine learning

Distributed artificial intelligence

Federated learning

Artificial neural networks

Computer vision

Vision transformer

Neural network

Independent and identically distributed random variables

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Towards fairness-aware and privacy-preserving enhanced collaborative learning for healthcare. View article details on hiswai:

Summary

The article discusses DynamicFL, a federated learning method using machine learning architectures like neural networks and vision transformers to enhance prediction and fairness, particularly in handling non-IID data scenarios, including applications related to COVID-19 detection in medical imaging datasets like ChestXray.

Article found on: www.nature.com

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