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02/01/2023
Analyzing Leakage of Personally Identifiable Information in Language Models
Language Models (LMs) have been shown to leak information about training...
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06/10/2022
Bayesian Estimation of Differential Privacy
Algorithms such as Differentially Private SGD enable training machine le...
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06/03/2022
Differentially Private Model Compression
Recent papers have shown that large pre-trained language models (LLMs) s...
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10/13/2021
Differentially Private Fine-tuning of Language Models
We give simpler, sparser, and faster algorithms for differentially priva...
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06/05/2021
Numerical Composition of Differential Privacy
We give a fast algorithm to optimally compose privacy guarantees of diff...
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01/14/2021
