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Volume 350: European Conference on Algorithmic Fairness, 2-4 September 2026, Ghent University, Ghent, Belgium
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Editors: Tijl De Bie, MaryBeth Defrance, Toon Calders, Dennis Nguyen
Preface
Fifth European Conference on Algorithmic Fairness (ECAF’26)
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:1-7
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Full Papers
FairCert: Certifiable Error Rate Fairness for ML and LLM Decision Systems
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:8-23
Toward a Geometric Perspective on Trustworthy AI: Diagnostic Signatures for High-Stakes NLU
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:24-39
Sequential Hypothesis Testing for Black-Box Fairness Audits
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:51-66
Fairness in the Flow: An Overview and Drift-Aware Evaluation of Fair Classifiers for Drifting Data Streams
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:84-100
Data-Centric Algorithmic Fairness: A Systematic Review of Data-Level Interventions for Algorithmic Fairness
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:113-135
CausalCERTIFAI: A Causality-Aware Framework for Counterfactual Explanations
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:136-147
Beyond the Black Box: Claim-Level Interpretability for Accountable Retrieval-Augmented Generation
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:165-177
Fairness for Dating Apps: Mitigating Discrimination by Preventing Popularity Bias
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:201-216
Assessing the Impact of Debiasing in Classification
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:223-239
Sequential Fairness Auditing with Limited Output Access
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:254-270
Sequential Cohort Selection under Uncertainty
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:271-287
CLEAR-NL: Language Complexity Feedback for Accessible Skills Languages
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:288-305
It Takes So Little to Change So Much: Investigating the Robustness of a Danish Voting Advice Algorithm
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:318-334
WIDER-FAIR: An Annotated Version of the WIDER-FACE Dataset for Fairness Evaluation
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:335-348
Counterfactual Methods for Detecting Unfairness in Anti-Money Laundering Algorithms
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:349-364
Probing Protected Attributes within General-Purpose LLMs for Hiring
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:372-385
Unequal Uncertainty: Rethinking Algorithmic Interventions for Mitigating Discrimination from AI
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:386-408
Fairness interventions and case shift
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:409-427
Resource-constrained Fairness
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:435-452
Extended Abstracts
From Relevance to Reward: A Pipeline View of Addictive Design in Recommender Systems under the DSA
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:40-44
Counterfactual Latent Representations: A Neurosymbolic Approach
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:45-50
Understanding Fairness in AI Business Applications: A Case Study on AI Job Interviewing Platforms
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:67-73
Techno-judges on the spot: explorations of the impact of AI advancements in Brazil’s Justice System
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:74-76
Bridging Formal and Perceived Fairness: Development of an Interdisciplinary Framework in Algorithmic Decision-Making
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:77-83
Fairness Without Reflection? An Empirical Analysis of AI Ethics Tools in the Age of GenAI
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:101-106
Who Gets the Better Story? An Exploration of Fairness in Explainable AI Narratives for Credit Scoring
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:107-112
From Algorithmic Fairness to Evidentiary Reliability: Judicial Analytics under Article 6 ECHR
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:148-151
Recommend Me First: How the Relative Ordering of Recommendations Can Lead to Unfair Outcomes for Content Creators
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:152-158
FairMind: A Tool for Automatic Causal Fairness Analysis with LLM-Generated Reports
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:159-164
Towards Formalizing the Bias-Personalization Trade-off in Large Language Models
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:178-183
Association-Based Fairness Measures under Class and Group Skew
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:184-189
When Underrepresentation Matters: A Framework for Anticipating Fairness Risks
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:190-195
The Fairness-Performance Pareto Frontier: How to Design Less Discriminatory Algorithms?
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:196-200
When LLMs Evaluate LLMs in Hiring: A Multi-Model Auditing Framework for Generative Preference Bias in AI-Assisted Recruitment
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:217-222
Rethinking journalism in the era of algorithms: Fairness, ethics, and the European regulatory framework
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:240-246
Against Peripheral Ethics Committees: A Critique of the Strategic De-coupling of Ethics
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:247-253
When Is Content “AI-Generated Enough”? Labelling Synthetic Media under the Digital Services Act and the AI Act
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:306-312
AI Tools in Algorithmic Management: Early Insights from Germany and Challenges for a fair and co-determined Design
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:313-317
Governance-Driven Development: Embedding Regulatory Requirements in AI Development Workflows
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:365-371
Oracle Externality in Prediction Markets Creates Adversarial Incentives Against Public Infrastructure
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:428-434
Towards EU AI Act Compliance: Self-Certification and Fairness Alignment for Facial Emotion Recognition
; Proceedings of Fifth European Conference on Algorithmic Fairness, PMLR 350:453-459
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