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Proceedings of Machine Learning Research

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Proceedings of Machine Learning Research
PMLR · 2026-06-02 · via Proceedings of Machine Learning Research

[edit]

Volume 294: European Workshop on Algorithmic Fairness, 30-2 July 2025, Eindhoven University of Technology, Eindhoven, The Netherlands

[edit]

Editors: Hilde Weerts, Mykola Pechenizkiy, Doris Allhutter, Ana Maria Corrêa, Thomas Grote, Cynthia Liem

[bib][citeproc]

Contents:

  • Preface
  • Full Papers
  • Extended Abstracts

Filter Authors: Filter Titles:

Preface

Fourth European Workshop on Algorithmic Fairness (EWAF’25)

; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:1-9

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Full Papers

Equality insights in the development of fairer high-risk AI systems and the control of its discriminatory impacts

Anna Capella‘ i Ricart; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:10-26

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Harmful Impacts of ML: Empirically Triangulating the Concerns and Practices of Developers

Agathe Balayn, Ujwal Gadiraju; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:27-63

[abs][Download PDF][OpenReview][Supplementary PDF]

What is Fairness? On Protected Attributes and Fictitious Worlds

Ludwig Bothmann, Kristina Peters, Bernd Bischl; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:64-91

[abs][Download PDF][OpenReview][Supplementary PDF]

Overcoming Fairness Trade-offs via Pre-processing: A Causal Perspective

Charlotte Leininger, Simon Rittel, Ludwig Bothmann; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:92-115

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The epistemic dimension of algorithmic fairness: assessing its impact in innovation diffusion and fair policy making

Camilla Quaresmini, Eugenia Villa, Valentina Breschi, Viola Schiaffonati, Mara Tanelli; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:116-134

[abs][Download PDF][OpenReview]

Uncovering Areas for AI Governance Tools Refinement through Real-World Use Case Analysis from Canada, Chile and Singapore

Kate Kaye; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:135-151

[abs][Download PDF][OpenReview][Supplementary PDF]

Move forward or break ranks: Workshopping re-idealized explanation obligations to foster fundamental change and resistance to oppression

Aviva de Groot; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:152-170

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Medicine After Death: XAI and Algorithmic Fairness Under Label Bias

Olalekan Joseph Akintande, Siavash Bigdeli, Aasa Feragen; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:171-186

[abs][Download PDF][OpenReview][Supplementary PDF]

Fares on Fairness: Using a Total Error Framework to Examine the Role of Measurement and Representation in Training Data on Model Fairness and Bias

Patrick Oliver Schenk, Christoph Kern, Trent D. Buskirk; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:187-211

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Detecting Discrimination in Job Vacancies: A Critical Reflection on the Potential of AI Language Models

Steven Vethman, Ajaya Adhikari, Eliza Hobo, Maaike De Boer, Joost van Genabeek, Cor Veenman; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:212-231

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Exposing Hidden Vulnerabilities: A privacy audit of algorithmic fairness

Niloy Purkait, Henry Brighton, Emmanuel Keuleers; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:232-250

[abs][Download PDF][OpenReview][Supplementary PDF]

A Five-Phase Framework for Fair Insurance: Reviewing Strategies for Digital Price Differentiation

Rijk Mercuur, Sieuwert van Otterloo, Huib Aldewereld; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:251-264

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Reclaiming Human Rights for Platform Governance: Proposals for Restoring Their Centrality in the Era of Risks

Agustina Del Campo, Nicolás Zara, Ramiro Alvarez-Ugarte; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:265-280

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Extended Abstracts

Uncertainty as a Primary Barrier for Trustworthy AI Under the EU AI Act: German SME Perspectives

Simon Jarvers, Chiara Ullstein, Jens Grossklags; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:281-287

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Investigating fair data acquisition for risk prediction in resource-constrained settings

Ioanna Thoma, Elisabeth Abhayaratna, Matthew Sperrin, Karla Diaz-Ordaz, Ricardo Silva, Brieuc Lehmann; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:288-294

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Beyond Fairness: Trans Unliveability in European Algorithmic Assemblages

Christoffer Koch Andersen; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:295-302

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Towards a system-theoretic approach to algorithmic (un)fairness

Eva de Winkel, Jacqueline Kernahan, Roel Dobbe; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:303-309

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Standardising Equality in the Algorithmic Society? A Research Agenda

Raphaële Xenidis, Miriam Fahimi; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:310-314

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We Need to Talk About Self-Fulfilling Predictions

Donal Khosrowi, Markus Ahlers, Philippe van Basshuysen; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:315-321

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Stochastic Fairness Interventions Are Arbitrary

Mattia Cerrato, Marius Köppel, Kiara Stempel, Philipp Wolf, Stefan Kramer; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:322-328

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Influence of Label and Selection Bias on Fairness Interventions

Magali Legast, Toon Calders, Francois Fouss; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:329-334

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From Implicit to Explicit Assumptions: Why There is No Fairness Without Bias-Awareness

Marco Favier, Toon Calders; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:335-338

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Algorithmic Fairness over the Years - A Scoping Review of Research in Computer Science and Law

Anne Oloo, Daphne Lenders; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:339-343

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LLMs’ Pluralistic Compatibility

Severin Engelmann, Rajiv Movva; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:344-350

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Toward developing a Social Impact Assessment for AI in the public sector (SIA4AI) framework: key design considerations

Samaneh Bagheri, Vanessa Dirksen; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:351-356

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Facial Demography Analysis of the LAION Dataset

Iris Dominguez-Catena, Daniel Paternain, Mikel Galar; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:357-361

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Situating and Understanding Machine Unlearning, Ethically

Iqra Aslam; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:362-368

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Fake Transparency: When Mobile Apps Say One Thing but Do Another

Alejandro Pérez-Fuente, Pablo-Abel Criado-Lozano, M. Mercedes Martínez-González; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:369-375

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Ethical Implications of Mental Health Chatbots: Addressing Anthropomorphism, Deception, and Regulatory Gaps

Thomas Leis; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:376-382

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ABCFair: an Adaptable Benchmark approach for Comparing Fairness methods

MaryBeth Defrance, Maarten Buyl, Tijl De Bie; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:383-388

[abs][Download PDF][OpenReview]

Anticipating Risks and Identifying Governance Measures for the Use of genAI and FPT: Citizens’ Perspectives Across Six Countries

Chiara Ullstein, Michel Hohendanner, Jens Grossklags; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:389-395

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Bias in Intent Detection: A Dynamical Systems Perspective

Eduardo Sanchez-Karhunen, Jose F. Quesada-Moreno, Miguel A. Gutiérrez-Naranjo; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:396-402

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Investigating Popularity Bias Amplification in Recommender Systems Employed in the Entertainment Domain

Dominik Kowald; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:410-416

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Evaluating Gender Bias in Large Language Models in Academic Knowledge Production

Judit Herman, Kira Diana Kovacs, Yaije Wang, Orsolya Vasarhelyi; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:417-422

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The social construction of algorithms and the limits of algorithmic transparency

Heiner Heiland, Matthias Sommer; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:423-427

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Re-evaluating the role of refugee integration factors for building more equitable allocation algorithms

Clara Strasser Ceballos, Marcus Novotny, Christoph Kern; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:428-433

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A Benchmark for Client-level Fairness in Federated Learning

Xenia Heilmann, Luca Corbucci, Mattia Cerrato; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:434-438

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Model-based Algorithmic Auditing of Social Media AI Algorithms

Ivan Srba, Branislav Pecher, Jakub Simko, Robert Moro, Maria Bielikova; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:439-445

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Towards Trustworthy Multi-stakeholder Recommender Systems

Katarína Marcinc̆inová, Adrian Gavornik, Matús̆ Mesarc̆ík, Michal Kompan; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:446-451

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Algorithmic Transparency: The EU Digital Services Act and Young People’s Experiences of Online Platforms

Megan Nyhan, Susan Leavy, Pranav Narula, Kevin Doherty, Barry O’Sullivan, Ruihai Dong, Izzy Fox, Josephine Griffith; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:452-456

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Exclusion or Efficiency: Understanding Perspectives about AI Ethics Among Charity Workers in the United Kingdom

Sakina Hansen; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:457-473

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When Algorithms Play Favorites: Lookism in the Generation and Perception of Faces

Miriam Doh, Aditya Gulati, Matei Mancas, Nuria Oliver; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:474-480

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How is the Socio-Demographic Background of Researchers in AI & ML Related to the Values reflected in their Research?

Paula Nauta, Fariba Karimi, Ana María Jaramillo; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:481-486

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A Simulation Framework for Studying the Social Impacts of Algorithm-Based Refugee Matching

Christoph Kern, Jakob Kappenberger, Frederic Gerdon, Clara Strasser Ceballos, Daria Szafran, Florian Rupp, Ruben Bach; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:487-491

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AI Certification and Assessment Catalogues: Practical Use and Challenges in the Context of the European AI Act

Gregor Autischer, Kerstin Waxnegger, Dominik Kowald; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:492-498

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Can AI Help Reduce Human Bias? Insights from Police Rearrest Predictions

Yong Suk Lee; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:499-504

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Individual Fairness in Algorithmic Hiring

Stavros Davidopoulos, Panagiotis Symeonidis, Dimitris Sacharidis; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:505-510

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Invisible Inequalities - Intersectional Fairness in Educational AI

Marie Mirsch, Jonas Strube, Carmen Leicht-Scholten; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:403-409

[abs][Download PDF][OpenReview]