#  Widespread Underestimation of Sensitivity in DP Libraries presented at PPML 2022 

 





August 05, 2022

 

 

- [ Blog ](/news-categories/blog)
 
 

 

 Earlier this year, Apple hosted the Workshop on Privacy-Preserving Machine Learning (PPML). This virtual event brought Apple and members of the academic research communities together to discuss the state of the art in the field of privacy-preserving machine learning through a series of talks and discussions over two days.

 During this workshop, Salil Vadhan presented on Widespread Underestimation of Sensitivity in DP Libraries.

 [](https://mlr.cdn-apple.com/video/Salil_draft_1_72d1c2ece4.mp4)

   ![Underestimation.png](/sites/g/files/omnuum6656/files/styles/hwp_1_1__720x720_scale/public/privacytools/files/screen_shot_2022-08-05_at_1.45.11_pm.png?itok=gGI1nLGq) 

 

 <https://machinelearning.apple.com/video/widespread-underestimation>



 

 

 



 

 

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