106 citations · 491 across the 33 of their papers we have counts for
3 papers · 1 filter
Fair Decision Making using Privacy-Protected Data
Satya Kuppam, Ryan Mckenna, David Pujol +3
Data collected about individuals is regularly used to make decisions that impact those same individuals. We consider settings where sensitive personal data is used to decide who wi…
Privacy Preserving Off-Policy Evaluation
Tengyang Xie, Philip S. Thomas, Gerome Miklau
Many reinforcement learning applications involve the use of data that is sensitive, such as medical records of patients or financial information. However, most current reinforcemen…
Graphical-model based estimation and inference for differential privacy
Ryan McKenna, Daniel Sheldon, Gerome Miklau
Many privacy mechanisms reveal high-level information about a data distribution through noisy measurements. It is common to use this information to estimate the answers to new quer…