Search Results for author: John C Mitchell

Found 1 papers, 0 papers with code

De-amplifying Bias from Differential Privacy in Language Model Fine-tuning

no code implementations7 Feb 2024 Sanjari Srivastava, Piotr Mardziel, Zhikhun Zhang, Archana Ahlawat, Anupam Datta, John C Mitchell

Through the case of binary gender bias, we demonstrate that Counterfactual Data Augmentation (CDA), a known method for addressing bias, also mitigates bias amplification by DP.

counterfactual Data Augmentation +2

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