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02/20/2023
OLYMPIA: A Simulation Framework for Evaluating the Concrete Scalability of Secure Aggregation Protocols
Recent secure aggregation protocols enable privacy-preserving federated ...
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09/22/2022
Improving Utility for Privacy-Preserving Analysis of Correlated Columns using Pufferfish Privacy
Surveys are an important tool for many areas of social science research,...
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02/10/2022
Backpropagation Clipping for Deep Learning with Differential Privacy
We present backpropagation clipping, a novel variant of differentially p...
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02/09/2022
Prediction Sensitivity: Continual Audit of Counterfactual Fairness in Deployed Classifiers
As AI-based systems increasingly impact many areas of our lives, auditin...
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05/04/2021
Solo: Enforcing Differential Privacy Without Fancy Types
All current approaches for statically enforcing differential privacy in ...
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12/09/2020
PrivFramework: A System for Configurable and Automated Privacy Policy Compliance
Today's massive scale of data collection coupled with recent surges of c...
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11/30/2020
Towards Auditability for Fairness in Deep Learning
Group fairness metrics can detect when a deep learning model behaves dif...
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10/20/2020
DuetSGX: Differential Privacy with Secure Hardware
Differential privacy offers a formal privacy guarantee for individuals, ...
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09/28/2020
Towards a Measure of Individual Fairness for Deep Learning
Deep learning has produced big advances in artificial intelligence, but ...
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09/05/2019
Duet: An Expressive Higher-order Language and Linear Type System for Statically Enforcing Differential Privacy
During the past decade, differential privacy has become the gold standar...
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08/30/2019
Data Capsule: A New Paradigm for Automatic Compliance with Data Privacy Regulations
The increasing pace of data collection has led to increasing awareness o...
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09/20/2018
Chorus: Differential Privacy via Query Rewriting
We present Chorus, a system with a novel architecture for providing diff...
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06/28/2017