Algorithmic Fairness

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29 papers in the last four weeks, up 71% on the four weeks before. 0.3% of all new papers.

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  1. Fairness for distribution network operations and planning

    Apr 30, 2026Pedro F. C. de Carvalho, Zijie Liu, Md Umar Hashmi +1Fair Resource AllocationAlgorithmic Fairness

    KU Leuven, division Electa in Leuven · & EnergyVille in Genk, Belgium

  2. The Likelihood Ratio Wall: Structural Limits on Accurate Risk Assessment for Rare Violence

    Apr 30, 2026Marco PollanenAlgorithmic Fairness

    Trent University, Canada · Trent University, Peterborough, ON, Canada

  3. Automatic Causal Fairness Analysis with LLM-Generated Reporting

    Apr 29, 2026Alessia Berarducci, Eric Rossetto, Alessandro Antonucci +1Algorithmic FairnessCounterfactual Fairness

    Istituto Dalle Molle di Studi sull’Intelligenza Artificiale (IDSIA), USI-SUPSI, Lugano, Switzerland

  4. Efficient and Interpretable Transformer for Counterfactual Fairness

    Apr 29, 2026Panyi Dong, Zhiyu QuanTransformer InterpretabilityTransformer

    Acturial and Risk Mangament Sciences, University of Illinois Urbana-Champaign, Champaign, Illinois, USA.

  5. People-Centred Medical Image Analysis via Fairness-Aware Human-AI Cooperation

    Apr 28, 2026Zheng Zhang, Milad Masroor, Cuong Nguyen +6HealthcareLearning to Defer

    CVSSP, PAI, University of Surrey, UK · Southampton Solent University, UK · AIML, Adelaide University, Australia +2

  6. Beyond Categories of Caste: Examining Caste Bias and Morality in Text-to-Image AI Models

    Apr 28, 2026Divyanshu Kumar Singh, Dipto Das, Deepika Rama Subramanian +3Algorithmic FairnessAlgorithmic Bias

    University of Colorado Boulder Boulder, Colorado, USA · University of Toronto Toronto, Ontario, Canada · University of Illinois Urbana-Champaign Urbana-Champaign, Illinois, USA

  7. An empirical evaluation of the risks of AI model updates using clinical data: stability, arbitrariness, and fairness

    Apr 27, 2026Ioannis Bilionis, Ricardo C. Berrios, Luis Fernandez-Luque +1Algorithmic FairnessClinical Outcome Prediction

    Adhera Health and Universitat Pompeu Fabra Barcelona, Spain · Adhera Health, USA · Adhera Health, Spain +1

  8. An Integrated Framework for Explainable, Fair, and Observable Hospital Readmission Prediction: Development and Validation on MIMIC-IV

    Apr 24, 2026Isaac Tosin AdisaHealthcareAlgorithmic Fairness

    Department of Statistics, Florida State University, Tallahassee, FL 32306, USA

  9. Fairness under uncertainty in sequential decisions

    Apr 23, 2026Michelle Seng Ah Lee, Kirtan Padh, David Watson +2Sequential Decision MakingAlgorithmic Fairness

    University of Cambridge, UK · Technical University of Munich, Germany · King’s College London, United Kingdom +3

  10. FairQE: Multi-Agent Framework for Mitigating Gender Bias in Translation Quality Estimation

    Apr 23, 2026Jinhee Jang, Juhwan Choi, Dongjin Lee +2Algorithmic FairnessMT Evaluation

    Chung-Ang University · AITRICS

  11. "This Wasn't Made for Me": Recentering User Experience and Emotional Impact in the Evaluation of ASR Bias

    Apr 22, 2026Siyu Liang, Alicia Beckford WassinkAlgorithmic FairnessDemographic Bias in ASR

    University of Washington, Seattle, Washington, USA

  12. Who Defines Fairness? Target-Based Prompting for Demographic Representation in Generative Models

    Apr 22, 2026Marzia Binta Nizam, James DavisSocial Bias in Language ModelsAlgorithmic Fairness

    University of California, Santa Cruz, USA

  13. Intersectional Fairness in Large Language Models

    Apr 22, 2026Chaima Boufaied, Ronnie De Souza Santos, Ann BarcombAlgorithmic FairnessLanguage Model Bias Evaluation

    University of Calgary, Calgary, Canada

  14. Fairness Audits of Institutional Risk Models in Deployed ML Pipelines

    Apr 21, 2026Kelly McConvey, Dipto Das, Maya Ghai +3Algorithmic AuditingEducational Technology

    University of Toronto, Toronto, Ontario, Canada

  15. Counting Worlds Branching Time Semantics for post-hoc Bias Mitigation in generative AI

    Apr 21, 2026Alessandro G. Buda, Giuseppe Primiero, Leonardo Ceragioli +1Algorithmic FairnessFormal Verification

  16. FairTree: Subgroup Fairness Auditing of Machine Learning Models with Bias-Variance Decomposition

    Apr 21, 2026Rudolf DebelakAlgorithmic AuditingAlgorithmic Fairness

    University of Zurich, Switzerland · EPFL, Switzerland

  17. Beyond Semantic Similarity: A Component-Wise Evaluation Framework for Medical Question Answering Systems with Health Equity Implications

    Apr 21, 2026Abu Noman Md Sakib, Md. Main Oddin Chisty, Zijie ZhangLLM Answer VerificationHealthcare

    University of Texas at San Antonio, USA · Khulna University of Engineering and Technology, Bangladesh

  18. Auditing LLMs for Algorithmic Fairness in Casenote-Augmented Tabular Prediction

    Apr 21, 2026Xiao Qi Lee, Ezinne Nwankwo, Angela ZhouLLM AuditingAlgorithmic Fairness

    Department of Computer Science San Jose State University · Department of Computer Science University of California, Berkeley · Department of Data Science and Operations University of Southern California

  19. Identifying Ethical Biases in Action Recognition Models

    Apr 20, 2026Ana Baltaretu, Pascal Benschop, Jan van GemertHuman Activity RecognitionAlgorithmic Fairness

    1EEMCS, Delft University of Technology, The Netherlands

  20. Bias-constrained multimodal intelligence for equitable and reliable clinical AI

    Apr 18, 2026Cheng Li, Weijian Huang, Jiarun Liu +6Unified Multimodal ModelsAlgorithmic Fairness

    Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China. · Pengcheng Laboratory, Shenzhen, China. · University of Chinese Academy of Sciences, Beijing, China. +3

  21. FairNVT: Improving Fairness via Noise Injection in Vision Transformers

    Apr 18, 2026Qiaoyue Tang, Sepidehsadat Hosseini, Mengyao Zhai +2Representation LearningDebiased ML

    University of British Columbia · RBC Borealis · Simon Fraser University

  22. Fairness Constraints in High-Dimensional Generalized Linear Models

    Apr 17, 2026Yixiao Lin, James BoothAlgorithmic Fairness

    aDepartment of Statistics and Data Science, Cornell University

  23. Where are the Humans? A Scoping Review of Fairness in Multi-agent AI Systems

    Apr 16, 2026Simeon Allmendinger, Luca Deck, Lucas MuellerAlgorithmic FairnessMulti-Agent Systems

    University of Bayreuth · Fraunhofer FIT

  24. When Fairness Metrics Disagree: Evaluating the Reliability of Demographic Fairness Assessment in Machine Learning

    Apr 16, 2026Khalid Adnan AlsayedAlgorithmic FairnessGroup Fairness

    School of Computing, Engineering & Digital Technologies, Teesside University, UK

  25. Perspective on Bias in Biomedical AI: Preventing Downstream Healthcare Disparities

    Apr 16, 2026Michal Rosen-Zvi, Yoav Kan-Tor, Michael Danziger +6Algorithmic FairnessAlgorithmic Bias

    IBM Research - Israel · Faculty of Medicine, The Hebrew University · Israel +6

  26. PopResume: Causal Fairness Evaluation of LLM/VLM Resume Screeners with Population-Representative Dataset

    Mar 24, 2026Sumin Yu, Juhyeon Park, Taesup MoonAI-Assisted Decision MakingLLM Auditing

    ECE, Seoul National University · IPAI, Seoul National University · ASRI / INMC / AIIS, Seoul National University

  27. A Generalised Exponentiated Gradient Approach to Enhance Fairness in Binary and Multi-class Classification Tasks

    Mar 22, 2026Maryam Boubekraoui, Giordano d'Aloisio, Antinisca Di MarcoGradient DescentAlgorithmic Fairness

    Laboratoire d’Intelligence Artificielle et Systèmes Industriels (LIASI), HESTIM Engineering and Business School, Casablanca, Morocco · Department of Information Engineering, Computer Science and Mathematics, University of L’Aquila, L’Aquila, Italy

  28. Probing Cultural Signals in Large Language Models through Author Profiling

    Mar 17, 2026Valentin Lafargue, Ariel Guerra-Adames, Emmanuelle Claeys +2Cultural Bias in Language ModelsAlgorithmic Fairness

    IMT, Toulouse, France · Université de Bordeaux, Bordeaux, France · INRIA Bordeaux, France +4

  29. Fairness under Graph Uncertainty: Achieving Interventional Fairness with Partially Known Causal Graphs over Clusters of Variables

    Feb 27, 2026Yoichi ChikaharaAlgorithmic FairnessCausal Inference

    NTT Communication Science Laboratories, Kyoto, Japan

  30. SOMtime the World Ain′'t Fair: Violating Fairness Using Self-Organizing Maps

    Feb 20, 2026Joseph Bingham, Netanel Arussy, Dvir AranUnsupervised LearningAlgorithmic Fairness

    Faculty of Biology, Technion University · Taub Faculty of Computer Science, Technion University