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D. Gibney

10 papers hereh-index 10249 citations39 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author4

Across the 9 of 10 papers where every author was matched, so the position is known.

fields
  • cs.DS7
  • cs.CC2
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20192026
most citedQuantifying Membership Inference Vulnerability via Generalization Gap and Other Model Metrics

10 citations · 13 across the 6 of their papers we have counts for

collaborators
Showing 2020Show all

2 papers · 1 filter

cs.LG2020★ 10 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.CC2020

Simple Reductions from Formula-SAT to Pattern Matching on Labeled Graphs and Subtree Isomorphism

Daniel Gibney, Gary Hoppenworth, Sharma V. Thankachan

The CNF formula satisfiability problem (CNF-SAT) has been reduced to many fundamental problems in P to prove tight lower bounds under the Strong Exponential Time Hypothesis (SETH).…

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