70 citations · 293 across the 33 of their papers we have counts for
Showing 2017 · cs.CRShow all
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cs.CR2017★ 2 cited
Differential Privacy as a Causal Property
Michael Carl Tschantz, Shayak Sen, Anupam Datta
We present associative and causal views of differential privacy. Under the associative view, the possibility of dependencies between data points precludes a simple statement of dif…
cs.CR2017★ 7 cited
Use Privacy in Data-Driven Systems: Theory and Experiments with Machine Learnt Programs
Anupam Datta, Matthew Fredrikson, Gihyuk Ko +2
This paper presents an approach to formalizing and enforcing a class of use privacy properties in data-driven systems. In contrast to prior work, we focus on use restrictions on pr…