activity
20182020
most citedQuantifying Membership Inference Vulnerability via Generalization Gap and Other Model Metrics

10 citations · 10 across the 1 of their papers we have counts for

collaborators

5 papers

cs.LG202010 cited

Quantifying Membership Inference Vulnerability via Generalization Gap and Other Model Metrics

Jason W. Bentley, Daniel Gibney, Gary Hoppenworth +1

We demonstrate how a target model's generalization gap leads directly to an effective deterministic black box membership inference attack (MIA). This provides an upper bound on how…

cs.DS2019

On the Complexity of BWT-runs Minimization via Alphabet Reordering

Jason Bentley, Daniel Gibney, Sharma V. Thankachan

The Burrows-Wheeler Transform (BWT) has been an essential tool in text compression and indexing. First introduced in 1994, it went on to provide the backbone for the first encoding…

math.FA2018

Transfunctions and their connections to Plans, Markov Operators and Optimal Transport

Jason Bentley, Piotr Mikusiński

A transfunction is a function which maps between sets of finite measures on measurable spaces. In this paper we characterize transfunctions that correspond to Markov operators and…

math.FA2018

Construction of Regular Non-Atomic Strictly-Positive Measures in Second-Countable Non-Atomic Locally Compact Hausdorff Spaces

Jason Bentley

This paper presents a constructive proof of the existence of a regular non-atomic strictly-positive measure on any second-countable non-atomic locally compact Hausdorff space. This…

math.FA2018

Localized Transfunctions

Jason Bentley, Piotr Mikusiński

A transfunction is a function which maps between sets of finite measures on measurable spaces. Push-forward operators form one important class of examples of transfunctions and are…