Using Synthetic Data to Mitigate Unfairness and Preserve Privacy in Collaborative Machine Learning

Chia-Yuan Wu, Frank E. Curtis, Daniel P. Robinson

In distributed computing environments, collaborative machine learning enables multiple clients to train a global model collaboratively. To preserve privacy in such settings, a comm…