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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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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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11/30/2020