Publications

Publications and preprints.

If you're doing research in a similar area, you might find this list of relevant conferences and deadlines helpful: https://hcorinna.github.io/fair-deadlines/

Conferences

2022

  1. ACM
    People Are Not Coins: Morally Distinct Types of Predictions Necessitate Different Fairness Constraints
    Viganò, Eleonora,  Hertweck, Corinna, Heitz, Christoph, and Loi, Michele
    In Proceedings of the 2022 ACM Conference on Fairness, Accountability, and Transparency (forthcoming) 2022
  2. AAAI
    Gradual (In)Compatibility of Fairness Criteria
    Hertweck, Corinna, and Räz, Tim
    In Proceedings of the 36th AAAI Conference on Artificial Intelligence (forthcoming) 2022
    Oral Presentation

2021

  1. IEEE
    A Systematic Approach to Group Fairness in Automated Decision Making
    Hertweck, Corinna, and Heitz, Christoph
    In 2021 8th Swiss Conference on Data Science (SDS) 2021
    Best Paper in Ethical, Legal, and Social Issues (ELSI) of Data Science
  2. ACM
    On the Moral Justification of Statistical Parity
    Hertweck, Corinna, Heitz, Christoph, and Loi, Michele
    In Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency 2021
    Best Student Paper

Journals

2022

  1. Frontiers
    Methods for Uncovering Discourses That Shape the Urban Imaginary in Helsinki’s Smart City
    Zaman, Sara, and Hertweck, Corinna
    Frontiers in Sustainable Cities 2022
  2. JLA
    Designing Affirmative Action Policies under Uncertainty
    Hertweck, Corinna, Castillo, Carlos, and Mathioudakis, Michael
    To appear in the Journal of Learning Analytics 2022

2021

  1. Springer
    Bias, awareness, and ignorance in deep-learning-based face recognition
    Wehrli, Samuel,  Hertweck, Corinna, Amirian, Mohammadreza, Glüge, Stefan, and Stadelmann, Thilo
    AI and Ethics 2021

Preprints

  1. Distributive Justice as the Foundational Premise of Fair ML: Unification, Extension, and Interpretation of Group Fairness Metrics
    Baumann, Joachim,  Hertweck, Corinna, Loi, Michele, and Heitz, Christoph
    arXiv 2022
  2. A Justice-Based Framework for the Analysis of Algorithmic Fairness-Utility Trade-Offs
    Hertweck, Corinna, Baumann, Joachim, Loi, Michele, Viganò, Eleonora, and Heitz, Christoph
    arXiv 2022
  3. Discrimination for the Sake of Fairness: Fairness by Design and Its Legal Framework
    Hoch, Holly,  Hertweck, Corinna, Loi, Michele, and Tamò, Aurelia
    SSRN 2021