Abhradeep Guha Thakurta
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| title | conference | date |
|---|---|---|
| Large Scale Private Learning on Data Streams, and the BLTs | Extroverted Sublinear Algorithms 2024 | 2024-06-17 |
Introduces a streaming noise construction that produces the correlated Gaussian noise for DP-FTRL with a buffer cost of about log^2(training steps)×dimensions… | ||
| Is Interaction Necessary for Distributed Private Learning? | Privacy and the Science of Data Analysis 2019 | 2019-04-08 |
Proves that local differential privacy forces a tradeoff between accuracy and rounds: one-dimensional convex ERM gets optimal O(1/√(n)ε) error with zero… | ||
| Differential Privacy: From Theory to Deployment | 26th USENIX Security Symposium (USENIX Security '17) | 2017-08-16 |
Differential privacy is deployed on iOS 10 at ~300 million devices to discover new keyboard words in over 10 languages while protecting users via local… | ||
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