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researcher

Isaac Dunn

University of Oxford

3 papers hereh-index 473 citations9 works total

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

author position
  • first author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.CV1
affiliations
  • University of Oxford
Homepage

identity via Semantic Scholar / OpenAlex

activity
20192021
most citedExposing Previously Undetectable Faults in Deep Neural Networks

26 citations · 44 across the 3 of their papers we have counts for

collaborators
Showing 2021Show all

1 paper · 1 filter

cs.LG2021★ 26 cited

Exposing Previously Undetectable Faults in Deep Neural Networks

Isaac Dunn, Hadrien Pouget, Daniel Kroening +1

Existing methods for testing DNNs solve the oracle problem by constraining the raw features (e.g. image pixel values) to be within a small distance of a dataset example for which t…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.