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Volume 294: European Workshop on Algorithmic Fairness, 30-2 July 2025, Eindhoven University of Technology, Eindhoven, The Netherlands
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Editors: Hilde Weerts, Mykola Pechenizkiy, Doris Allhutter, Ana Maria Corrêa, Thomas Grote, Cynthia Liem
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
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:10-26
Harmful Impacts of ML: Empirically Triangulating the Concerns and Practices of Developers
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:27-63
What is Fairness? On Protected Attributes and Fictitious Worlds
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:64-91
Overcoming Fairness Trade-offs via Pre-processing: A Causal Perspective
; 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
; 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
; 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
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:152-170
Medicine After Death: XAI and Algorithmic Fairness Under Label Bias
; 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
; 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
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:212-231
Exposing Hidden Vulnerabilities: A privacy audit of algorithmic fairness
; 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
; 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
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:265-280
Extended Abstracts
Uncertainty as a Primary Barrier for Trustworthy AI Under the EU AI Act: German SME Perspectives
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:281-287
Investigating fair data acquisition for risk prediction in resource-constrained settings
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:288-294
Beyond Fairness: Trans Unliveability in European Algorithmic Assemblages
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:295-302
Towards a system-theoretic approach to algorithmic (un)fairness
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:303-309
Standardising Equality in the Algorithmic Society? A Research Agenda
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:310-314
We Need to Talk About Self-Fulfilling Predictions
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:315-321
Stochastic Fairness Interventions Are Arbitrary
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:322-328
Influence of Label and Selection Bias on Fairness Interventions
; 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
; 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
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:339-343
LLMs’ Pluralistic Compatibility
; 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
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:351-356
Facial Demography Analysis of the LAION Dataset
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:357-361
Situating and Understanding Machine Unlearning, Ethically
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:362-368
Fake Transparency: When Mobile Apps Say One Thing but Do Another
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:369-375
Ethical Implications of Mental Health Chatbots: Addressing Anthropomorphism, Deception, and Regulatory Gaps
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:376-382
ABCFair: an Adaptable Benchmark approach for Comparing Fairness methods
; 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
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:389-395
Bias in Intent Detection: A Dynamical Systems Perspective
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:396-402
Investigating Popularity Bias Amplification in Recommender Systems Employed in the Entertainment Domain
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:410-416
Evaluating Gender Bias in Large Language Models in Academic Knowledge Production
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:417-422
The social construction of algorithms and the limits of algorithmic transparency
; 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
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:428-433
A Benchmark for Client-level Fairness in Federated Learning
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:434-438
Model-based Algorithmic Auditing of Social Media AI Algorithms
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:439-445
Towards Trustworthy Multi-stakeholder Recommender Systems
; 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
; 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
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:457-473
When Algorithms Play Favorites: Lookism in the Generation and Perception of Faces
; 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?
; 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
; 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
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:492-498
Can AI Help Reduce Human Bias? Insights from Police Rearrest Predictions
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:499-504
Individual Fairness in Algorithmic Hiring
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:505-510
Invisible Inequalities - Intersectional Fairness in Educational AI
; Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR 294:403-409
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