64 citations · 101 across the 12 of their papers we have counts for
4 papers · 1 filter
An In-Depth Examination of Requirements for Disclosure Risk Assessment
Ron S. Jarmin, John M. Abowd, Robert Ashmead +11
The use of formal privacy to protect the confidentiality of responses in the 2020 Decennial Census of Population and Housing has triggered renewed interest and debate over how to m…
On the Computational Complexity and Formal Hierarchy of Second Order Recurrent Neural Networks
Ankur Mali, Alexander Ororbia, Daniel Kifer +1
Artificial neural networks (ANNs) with recurrence and self-attention have been shown to be Turing-complete (TC). However, existing work has shown that these ANNs require multiple t…
On the Tensor Representation and Algebraic Homomorphism of the Neural State Turing Machine
Ankur Mali, Alexander Ororbia, Daniel Kifer +1
Recurrent neural networks (RNNs) and transformers have been shown to be Turing-complete, but this result assumes infinite precision in their hidden representations, positional enco…
A Floating-Point Secure Implementation of the Report Noisy Max with Gap Mechanism
Zeyu Ding, John Durrell, Daniel Kifer +5
The Noisy Max mechanism and its variations are fundamental private selection algorithms that are used to select items from a set of candidates (such as the most common diseases in…