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Found 3 papers, 2 papers with code
A Three-Way Knot: Privacy, Fairness, and Predictive Performance Dynamics
In light of claims that predictive performance and fairness can be jointly optimized, we find this is only possible at the expense of data privacy.
Differentially-Private Data Synthetisation for Efficient Re-Identification Risk Control
We also show how our method improves time requirements by at least a factor of 9 and is a resource-efficient solution that ensures high performance without specialised hardware.
Towards a Data Privacy-Predictive Performance Trade-off
In this paper, we aim to evaluate the existence of a trade-off between data privacy and predictive performance in classification tasks.
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