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Editors: Hilde Weerts, Mykola Pechenizkiy, Doris Allhutter, Ana Maria Corrêa, Thomas Grote, Cynthia Liem
Fourth European Workshop on Algorithmic Fairness (EWAF’25)
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:1-9
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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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Beyond Fairness: Trans Unliveability in European Algorithmic Assemblages
Christoffer Koch Andersen; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:295-302
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
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
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
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
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
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
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
LLMs’ Pluralistic Compatibility
Severin Engelmann, Rajiv Movva; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:344-350
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
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
Situating and Understanding Machine Unlearning, Ethically
Iqra Aslam; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:362-368
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Individual Fairness in Algorithmic Hiring
Stavros Davidopoulos, Panagiotis Symeonidis, Dimitris Sacharidis; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:505-510
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
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