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  citation-key: AggarwalGeneral2008
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- id: DworkFairness2012
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- id: FeldmanCertifying2015
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- id: GarcezNeurosymbolic2020
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  DOI: 10.48550/arXiv.2012.05876
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      month: 12
      day: 16
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- id: GhorbaniData2019
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  DOI: 10.48550/arXiv.1904.02868
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      day: 10
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- id: GrosseStudying2023
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  DOI: 10.48550/arXiv.2308.03296
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- id: HamaModel2022
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      month: 11
      day: 15
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- id: HardtEquality2016
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      day: 22
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- id: HeavenWhy2019
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- id: HidalgoHow2021
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  event-place: Cambridge, Massachusetts
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  publisher: The MIT Press
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- id: KarimiRelationship2022
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      day: 9
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  DOI: 10.48550/arXiv.2212.06925
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      month: 12
      day: 19
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  publisher: arXiv
  title: 'On the Relationship Between Explanation and Prediction: A Causal View'
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- id: KilbertusAvoiding2017
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    - family: Schölkopf
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  publisher: Curran Associates, Inc.
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- id: KleinbergInherent2016
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      day: 19
  language: en
  title: Inherent Trade-Offs in the Fair Determination of Risk Scores
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- id: LashGeneralized2016
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- id: LiptonMythos2016
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- id: LombrozoCausal2017
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    - family: Vasilyeva
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- id: LombrozoExplanation2023
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- id: LombrozoStructure2006
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  title: The structure and function of explanations
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- id: LundbergLocal2020
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  language: en
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  publisher: Nature Publishing Group
  title: >-
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- id: LundbergUnified2017
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  title: A Unified Approach to Interpreting Model Predictions
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- id: MiconiImpossibility2017
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  citation-key: MiconiImpossibility2017
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      month: 7
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  language: en
  title: >-
    The impossibility of "fairness": a generalized impossibility result for
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- id: Moosavi-DezfooliUniversal2016
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      day: 26
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- id: NandaProgress2023
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      day: 13
  number: arXiv:2301.05217
  publisher: arXiv
  title: Progress measures for grokking via mechanistic interpretability
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- id: NguyenMultifaceted2016
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- id: PowerGrokking2022
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  publisher: arXiv
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  language: en
  number: '5'
  page: 206-215
  publisher: Nature Publishing Group
  title: >-
    Stop explaining black box machine learning models for high stakes decisions
    and use interpretable models instead
  type: article-journal
  volume: '1'

- id: SundararajanAxiomatic2017
  accessed:
    - year: 2022
      month: 10
      day: 7
  author:
    - family: Sundararajan
      given: Mukund
    - family: Taly
      given: Ankur
    - family: Yan
      given: Qiqi
  citation-key: SundararajanAxiomatic2017
  DOI: 10.48550/arXiv.1703.01365
  issued:
    - year: 2017
      month: 3
      day: 4
  language: en
  title: Axiomatic Attribution for Deep Networks
  type: article-journal
  URL: https://arxiv.org/abs/1703.01365v2

- id: SweeneyDiscrimination2013
  accessed:
    - year: 2016
      month: 9
      day: 8
  author:
    - family: Sweeney
      given: Latanya
  citation-key: SweeneyDiscrimination2013
  container-title: Queue
  DOI: 10.1145/2460276.2460278
  ISSN: 1542-7730
  issue: '3'
  issued:
    - year: 2013
      month: 3
  page: 10:10–10:29
  title: Discrimination in Online Ad Delivery
  type: article-journal
  URL: >-
    https://pdfs.semanticscholar.org/5256/95274f4490e8fe044ea8f85c7a0b74dc8026.pdf
  volume: '11'

- id: WisdomInterpretable2016
  author:
    - family: Wisdom
      given: Scott
    - family: Powers
      given: Thomas
    - family: Pitton
      given: James
    - family: Atlas
      given: Les
  citation-key: WisdomInterpretable2016
  container-title: Advances in Neural Information Processing Systems 29
  issued:
    - year: 2016
      month: 11
      day: 22
  title: Interpretable Recurrent Neural Networks Using Sequential Sparse Recovery
  type: paper-conference
  URL: http://arxiv.org/abs/1611.07252

- id: WuAutomated2016
  author:
    - family: Wu
      given: Xiaolin
    - family: Zhang
      given: Xi
  citation-key: WuAutomated2016
  container-title: arXiv:1611.04135 [cs]
  issued:
    - year: 2016
      month: 11
      day: 13
  title: Automated Inference on Criminality using Face Images
  type: article-journal
  URL: http://arxiv.org/abs/1611.04135

- id: ZemelLearning2013
  accessed:
    - year: 2016
      month: 9
      day: 8
  author:
    - family: Zemel
      given: Rich
    - family: Wu
      given: Yu
    - family: Swersky
      given: Kevin
    - family: Pitassi
      given: Toni
    - family: Dwork
      given: Cynthia
  citation-key: ZemelLearning2013
  container-title: >-
    Proceedings of the 30th International Conference on Machine Learning
    (ICML-13)
  issued:
    - year: 2013
  page: 325–333
  title: Learning Fair Representations
  type: paper-conference
  URL: http://machinelearning.wustl.edu/mlpapers/papers/icml2013_zemel13
...
