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Evaluating Robustness to Context-Sensitive Feature Perturbations of Different Granularities: Further Appendices

Dunn, Isaac; Hanu, Laura; Pouget, Hadrien; Kroening, Daniel; Melham, Tom


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  <identifier identifierType="DOI">10.5281/zenodo.4121010</identifier>
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    <creator>
      <creatorName>Dunn, Isaac</creatorName>
      <givenName>Isaac</givenName>
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    <creator>
      <creatorName>Hanu, Laura</creatorName>
      <givenName>Laura</givenName>
      <familyName>Hanu</familyName>
      <affiliation>Unitary</affiliation>
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    <creator>
      <creatorName>Pouget, Hadrien</creatorName>
      <givenName>Hadrien</givenName>
      <familyName>Pouget</familyName>
      <affiliation>University of Oxford</affiliation>
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    <creator>
      <creatorName>Kroening, Daniel</creatorName>
      <givenName>Daniel</givenName>
      <familyName>Kroening</familyName>
      <affiliation>University of Oxford</affiliation>
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    <creator>
      <creatorName>Melham, Tom</creatorName>
      <givenName>Tom</givenName>
      <familyName>Melham</familyName>
      <affiliation>University of Oxford</affiliation>
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  <titles>
    <title>Evaluating Robustness to Context-Sensitive Feature Perturbations of Different Granularities: Further Appendices</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2020</publicationYear>
  <dates>
    <date dateType="Issued">2020-10-23</date>
  </dates>
  <language>en</language>
  <resourceType resourceTypeGeneral="Dataset"/>
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  <version>v1.0</version>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
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  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;Further appendices for&amp;nbsp;&lt;a href="https://arxiv.org/abs/2001.11055"&gt;Evaluating Robustness to Context-Sensitive Feature Perturbations of Different Granularities&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Includes:&lt;/p&gt;

&lt;ol&gt;
	&lt;li&gt;imagenet_examples_appendix.pdf, which&amp;nbsp;contains many examples of context-sensitive ImageNet feature perturbations of different granularities.&lt;/li&gt;
	&lt;li&gt;animations_appendix.zip, which contains animations showing the effect as the feature perturbations are gradually introduced to different images.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Each appendix includes a much more detailed description of its contents.&lt;/p&gt;</description>
  </descriptions>
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