Algorithmic Fairness

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29 papers in the last four weeks, up 93% on the four weeks before. 0.3% of all new papers.

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  1. FairRSFM: A Biome-Aware Benchmark and Debiasing Framework for Remote Sensing Foundation Models

    Oct 5, 2026Md Aminur Hossain, Omkumar Vaghasiya, Rajeev Ranjan Dwivedi +2Geospatial Foundation ModelsNeural Network Robustness

    Space Applications Centre, ISRO, Ahmedabad, India · Indian Institute of Science Education and Research Bhopal, Bhopal, India · Centre of Studies in Resources Engineering (CSRE), Indian Institute of Technology Bombay, India

  2. Debias Anything: Fairness with Diversity without Supervision in Diffusion Models

    Oct 1, 2026Théau d'Audiffret, Mariia Vladimirova, Jean-Yves FranceschiDiffusion Model GuidanceDebiased ML

    Criteo AI Lab, Paris, France · ESSEC Business School, France · CentraleSupélec, Université Paris-Saclay, France +1

  3. Beyond Demographic Balance: Multi-Metric and Intersectional Evaluation of Fairness in MIMIC-IV Mortality Prediction

    Oct 1, 2026Abdullah Al Noman, Fahmid Al Rifat, Tahrima Hashem +3Algorithmic FairnessIntersectional Fairness

    Virginia Tech Blacksburg, Virginia, USA · University of Texas at Arlington Arlington, Texas, USA · University of Melbourne Melbourne, Victoria, Australia +3

  4. Minimax Optimal Regret for Causal Logistic Bandits with Counterfactual Fairness

    Oct 1, 2026Junhyuk Huh, Seoungbin Bae, Dabeen LeeMulti-Armed BanditsMinimax Regret

    Faculty of Mathematics, University of Cambridge · Department of Industrial & Systems Engineering, KAIST · Department of Mathematical Sciences, Seoul National University

  5. Tolerance-Based Fairness Auditing: Violation Certification and Sensitivity Screening

    Oct 1, 2026Jie Tang, Chuanlong Xie, Lixing ZhuAlgorithmic AuditingAlgorithmic Fairness

    School of Statistics, Beijing Normal University, Zhuhai, Guangdong 519087, China

  6. Efficient Active Auditing of Multi-Group Fairness with Bias Probes

    Sep 30, 2026Ayoub Ajarra, Debabrota BasuAlgorithmic FairnessGroup Fairness

    ´Equipe Scool, Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189- CRIStAL

  7. A Rank Graduation metric for Algorithmic fairness

    Sep 30, 2026Dalia Atif, Paolo GiudiciAlgorithmic AuditingAlgorithmic Fairness

  8. Fairness Theatre: Evaluating Post-Hoc Fairness Interventions in Vendor-Controlled Early Warning Systems

    Sep 29, 2026Kelly McConvey, Angelina Zhai, Rebecca Li +1Algorithmic AuditingAlgorithmic Fairness

    University of Toronto, Toronto, Ontario, Canada · Georgia Institute of Technology, Atlanta, Georgia, USA

  9. Pruning for Efficiency, Paying in Fairness: Demographic Disparities in Pruned Speech-LLMs

    Sep 29, 2026Ganesh Pavan Kartikeya Bharadwaj Kolluri, Michael Kampouridis, Ravi ShekharLLM PruningAlgorithmic Fairness

    School of Computer Science and Electronic Engineering, University of Essex, UK

  10. A Comprehensive View of Fairness through Distributional Stability

    Sep 29, 2026Gayane Taturyan, Charlotte Laclau, Stephan ClémenconDistribution Shift RobustnessAlgorithmic Fairness

    LTCI, Télécom Paris, Institut Polytechnique de Paris, Palaiseau, France

  11. FairDiff: Mitigating the Self-Reinforcing Matthew Effect in Diffusion Recommender Models

    Sep 29, 2026Song-Li Wu, Xianquan Wang, Zhaocheng Du +2Diffusion GuidanceAlgorithmic Fairness

    Tsinghua University · University of Science and Technology of China · Huawei Noah’s Ark Lab

  12. CAMEO: A Class-Activation-Mapped Equitable Overlay Framework for Fair and Robust Deep Learning-based Skin Condition Diagnosis

    Sep 28, 2026Youssef Attia, Debasmita MukherjeeSkin Lesion ClassificationAlgorithmic Fairness

    Department of Electrical and Computer Engineering, University of New Brunswick, Fredericton, NB, Canada

  13. Investigating the Effect of k-NN Preprocessing on Developing Graph Neural Networks: A Fairness-Based Perspective

    Sep 27, 2026Nikolaos Zafeiropoulos, Emmanouil Mavrikos, George E. TsekourasGraph Neural NetworksAlgorithmic Fairness

    Department of Cultural Technology and Communication University of the Aegean Mytilene, Greece

  14. The Gold in Bias: Maturing the AI Design Process through Verification

    Sep 24, 2026Samira Maghool, Paolo CeravoloAlgorithmic FairnessAlgorithmic Bias

    Pegaso University, Italy · University of Milan, Italy

  15. Compliant with Local Controls, Collectively Discriminatory. A Governance Architecture for Multi-Agent AI in Regulated Finance

    Sep 23, 2026Jose Manuel de la Chica Rodriguez, Juan Manuel Vera Diaz, Pablo Delgado RomeroFinancial ServicesAlgorithmic Fairness

    Santander AI Lab, Grupo Santander, Madrid, Spain

  16. Consequential Behaviour and Representational Fairness in the Validation of Synthetic Research

    Sep 23, 2026Florian Kutzner, Celina Kacperski, Laura de Molière +4Algorithmic FairnessLarge Language Model-Based Social Simulation

    decision-context. · Seeburg Castle University, Seekirchen am Wallersee, Austria. · Artificial Societies Ltd., London, United Kingdom. +1

  17. When Entanglement Lower-Bounds Disparity: Auditing and Repairing Demographic Fairness in Audio Understanding Models

    Sep 23, 2026Kian Shamsaie, Iman ModarressiDisentangled Representation LearningAudio Representation Learning

    People Make Things

  18. FairTest: Search-Based Fairness Testing for Multi-Agent Reinforcement Learning Systems

    Sep 23, 2026Xiaotong Wang, Xuan XieAutomated Software TestingAlgorithmic Fairness

    School of Computer Science and Engineering, Macau University of Science and Technology, Macao SAR, China

  19. When Post-Processing Fairness Constraints Help and When They Harm: Evidence from Eight Cross-Domain Evaluations

    Sep 22, 2026Nithin Raghava Ramachandra NarlaAlgorithmic AuditingAlgorithmic Fairness

    Independent Researcher, Dallas-Fort Worth, Texas, United States

  20. FairMean: Promoting Fairness in Distributed Learning under Label Poisoning Attacks

    Sep 22, 2026Huigan Zheng, Jiaojiao Zhang, Yongxiang LiuAlgorithmic FairnessAdaptive Loss Weighting

    Sun Yat-Sen University · Pengcheng Laboratory · Great Bay University

  21. Queer inclusion in speech datasets: An audit and taxonomy of practical tensions

    Sep 21, 2026Brooklyn Sheppard, Anaelia Ovalle, Adina Williams +1Algorithmic Fairness

    University of Calgary · Meta FAIR

  22. Identifying Representational Biases in Datasets Using PCA: A Max-Disparity Partition Framework

    Sep 21, 2026Arjun KM, Shashi JainPrincipal Component AnalysisAlgorithmic Fairness

    Department of Management Studies Indian Institute of Science, Bangalore

  23. Machine Learning-Based Prediction of Childhood Stunting in Bangladesh: Fairness and Temporal Robustness Assessment

    Sep 21, 2026Md Ahshanul Haque, Muhammad Ashad KabirHealthcareAlgorithmic Fairness

    School of Computing, Mathematics and Engineering, Charles Sturt University, NSW, Australia

  24. The AR Fairness Metamodel: A Structured Framework for Fairness Measures

    Sep 16, 2026Julian Alfredo Mendez, Timotheus KampikFair Resource AllocationAlgorithmic Fairness

    Umeå University, Umeå, Sweden

  25. FairCompressAgent: An Agentic Framework for Fairness-Aware Model Compression for FPGA Deployment

    Sep 15, 2026Yuanbo Guo, Yiyu ShiModel CompressionAlgorithmic Fairness

    Department of Computer Science and Engineering University of Notre Dame Notre Dame, USA

  26. FairLint-DL: An IDE-Native Tool for Fairness Debugging of Deep Learning Software

    Sep 14, 2026Archit Rathod, Saeid Tizpaz-NiariAlgorithmic Fairness

    University of Illinois at Chicago Chicago, USA

  27. DenseFace: Bias Mitigation in Face Recognition via Density-Aware Probabilistic Matching

    Sep 14, 2026Mansur Bultygov, Vadim Seliutin, Dmitry Nekhaev +1Algorithmic FairnessAlgorithmic Bias

    VisionLabs · Amazon Web Services · Mohamed bin Zayed University of Artificial Intelligence

  28. Evaluating Model Retraining under Drift: Paired Comparisons of Cumulative Subgroup Disparity

    Sep 9, 2026Aaron CerossAlgorithmic FairnessGroup Fairness

    Birmingham Law School, University of Birmingham

  29. Efficient Fairness Auditing Across Guidance Scales in Text-to-Image Diffusion Models via Causal Abstraction

    Sep 8, 2026Nabila Tasfiha Rahman, Rajatsubhra Chakraborty, Depeng Xu +1Classifier-Free GuidanceAlgorithmic Fairness

    University of Arkansas Fayetteville, AR, USA · University of North Carolina at Charlotte Charlotte, NC, USA

  30. The Role of Uncertainty in Assessing the Fairness of Machine Learning Models

    Sep 7, 2026Francesca Panero, Ernst C. Wit, Marco ScutariUncertainty QuantificationAlgorithmic Fairness

    Department of Methods and Models for Economics, Territory and Finance, Sapienza Universit`a di Roma, Rome, 00161, Italy · Department of Statistics, London School of Economics and Political Science, London, WC2B 4RR, UK · Faculty of Informatics, Universit`a della Svizzera Italiana (USI), Lugano, 6962, Switzerland +1

  31. Counterfactual Fairness Audits of Multi-Step Clinical LLM Agents Require a Measured Per-Action Instability Floor

    Sep 2, 2026Rohith Reddy Bellibaltu, Manpreet Singh, Deepak Parashar +1Counterfactual EvaluationAlgorithmic Fairness

    Florida International University · Boston University, Boston, MA 02215 USA · Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, India +1

  32. Portable Causal Fairness Across Synthetic Data Generator Families

    Sep 2, 2026Steven Golob, Sikha Pentyala, Martine De CockAlgorithmic FairnessSynthetic Tabular Data Generation

    University of Washington Tacoma

  33. Causal Evidentiary Governance for High-Risk Machine Learning Systems

    Sep 1, 2026Samah Kareem, Barış ÇeliktaşAlgorithmic AuditingAlgorithmic Accountability

    Department of Computer Engineering, Isik University, Istanbul, Türkiye. · Department of Computer Engineering, I¸sık University, Istanbul, Türkiye.

  34. Collapsibility of Performance Metrics in Clinical Predictive AI

    Aug 31, 2026João Matos, Ben Van Calster, Richard D. Riley +2Algorithmic FairnessClinical Prediction

    Centre for Statistics in Medicine, University of Oxford · KU Leuven · University of Birmingham +1

  35. Fairness in multi-class multi-group classification problems via contextial coherent risk measures

    Aug 31, 2026Darinka Dentcheva, Xiangyu TianAlgorithmic FairnessMulticlass Classification

    Department of Mathematical Sciences · Stevens Institute of Technology · Hoboken, NJ 07030, USA +1

  36. Subgroup performance analysis of adaptation strategies for chest X-ray foundation models

    Aug 19, 2026Dhruv Gupta, Emma A. M. Stanley, Fabio De Sousa Ribeiro +2Chest X-Ray ClassificationMedical Imaging Foundation Models

    Department of Computing, Imperial College London, UK · Causality in Healthcare AI Hub, UK · Department of Radiology, Royal Brompton Hospital, UK +1

  37. Bias Mitigation in Face Recognition via Demographic-based Supervised Contrastive Learning

    Aug 13, 2026Yu Linghu, Salman Mohammad, Xinyi Zhang +1Algorithmic FairnessGroup Fairness

    Department of Informatics University of Zurich

  38. FSGR: Mitigating Token Frequency Bias for Fair SID-Based Generative Recommendation

    Aug 13, 2026Yuchen Zheng, Sihan Xu, Jingwen Yang +3Algorithmic FairnessGenerative Recommendation

    1VCIP, TMCC, DISSec, College of Computer Science, Nankai University · 2VCIP, DISSec, College of Cryptology and Cyber Science, Nankai University

  39. A Joint-Distribution Route to Fair Representations with Continuous Sensitive Attributes

    Aug 11, 2026Yijin Ni, Xiaoming HuoRepresentation LearningAlgorithmic Fairness

    H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA 30332-0205 USA

  40. Do Judges Behave Like Algorithms?

    Aug 11, 2026Riya Manchanda, Eric Chen, Chloe Zhu +3Legal Judgment PredictionAlgorithmic Fairness

    Duke University · Sungkyunkwan University

  41. Human versus Computer Vision

    Aug 10, 2026Elena SirotkinaVisual AttentionAlgorithmic Fairness

    Center for Data Science New York University

  42. Procedural Fairness Failures in RLHF from Preference Averaging

    Aug 10, 2026M P V S Gopinadh, Karthik Kamuju, Kummari Avinash +2Reward ModelingAlgorithmic Fairness

    Vishnu Institute of Technology

  43. Fairness in Link Prediction Beyond Demographic Parity: A Reproducibility Study

    Aug 10, 2026Valentijn Oldenburg, Floris de Kam, Stef de Wildt +1Learning to RankLink Prediction

    University of Amsterdam

  44. CIFA: Contextual-Intersectional Fairness Auditing for Hidden Subgroup Discovery in Face Analysis

    Aug 10, 2026Nazia Aslam, Khalid Adnan Alsayed, Thomas B. Moeslund +1Algorithmic FairnessIntersectional Fairness

    Aalborg University, Denmark · Pioneer Centre for AI, Denmark · Ducaltus Ltd., Newcastle upon Tyne, United Kingdom +1

  45. Measuring the Tokenization Premium: A Cost Audit for Underserved Language Communities

    Aug 10, 2026Avijit Roy, Proma Roy, Hrishitva PatelAlgorithmic FairnessToken Efficiency

    John Jay College of Criminal Justice, City University of New York, USA · The City College of New York, City University of New York, USA · University of Texas at San Antonio, USA

  46. A Distribution Mapping Approach to Counterfactually Fair Reinforcement Learning

    Aug 9, 2026Jianhan Zhang, Jitao Wang, John D. Piette +3Causal Counterfactual GenerationAlgorithmic Fairness

    University of Michigan · LSE

  47. A Fair Objective for Human-Empowerment-Preserving AI: Desiderata, Design, and Likely Behavioral Consequences

    Aug 8, 2026Jobst Heitzig, Ram PothamAI AlignmentAlgorithmic Fairness

    Potsdam Institute for Climate Impact Research, Potsdam, Germany · Independent

  48. Beyond Aggregate Calibration: Decomposing Income-Conditional Recall Disparities in Automated Credit Default Prediction

    Aug 8, 2026Sai Srikar BoddupalliAlgorithmic AuditingAlgorithmic Fairness

    Independent Researcher

  49. Negotiating Risk Boundaries in AI for Policing Through Mixed-Stakeholder Deliberation

    Aug 5, 2026Mackenzie Jorgensen, Jo Reilly, Alex Sutherland +1Algorithmic FairnessAlgorithmic Bias

    Northumbria University, UK · University of Cambridge, UK · University of Oxford, UK

  50. Manipulation-Proof Oblivious Audits against Deceptive Model Providers

    Aug 5, 2026Augustin Godinot, Sofiane Azogagh, Julien Ferry +1Algorithmic FairnessBlack-Box Model Auditing

    1INRIA Centre de l’Universit´e de Rennes, France · 2EURECOM, Sophia Antipolis, France · 3CIRRELT & SCALE-AI Chair in Data-Driven Supply Chains, Department of Mathematics and Industrial Engineering, Polytechnique Montr´eal, Canada +1

  51. Equitable System-Prompt Selection via Constrained Mixed-Strategy GroupDRO

    Aug 5, 2026Mengyu Xu, Qiaoxin Yang, Zhihan Liu +4LLM PromptingAlgorithmic Fairness

    1The University of Chicago · 2SynAI Technologies, Inc. · 3Northwestern University +2

  52. Variable Selection in the Context of AI Fairness

    Aug 4, 2026Ivan Luciano Danesi, Chiara Frigerio, Fabio Maccaferri +2Algorithmic FairnessGroup Fairness

    UniCredit S.p.A., Milan, Italy. · 2Universit`a Cattolica del Sacro Cuore, Milan, Italy. · 3Cetif, Milan, Italy.

  53. Implementing Causal Perception: Competing SCMs and Situated Fairness

    Aug 4, 2026Jose M. ÁlvarezStructural Causal ModelsAlgorithmic Fairness

    Santander AI Lab, Madrid, Spain

  54. GoT-CD: Graph-of-Thoughts Causal Discovery and the Fragility of Post-hoc Path-Specific Fairness Audits

    Aug 3, 2026Nitish Nagesh, Elahe Khatibi, Thomas Dean Hughes +3Algorithmic AuditingAlgorithmic Fairness

    Department of Computer Science, University of California, Irvine, Irvine, CA, USA · University of Orléans, Orléans, France

  55. Assessing the Impacts of Imperfect Datasets on Client Selections in Federated Learning

    Aug 3, 2026Yuan-Heng Tsai, Li-Hsing Yen, Yan-Wei ChenAlgorithmic FairnessClient Selection in Federated Learning

    Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.

  56. FairForensics: Seeing Expressions and Parsing Demographics via Vision-Language Modeling for Generalizable Fair Deepfake Detection

    Aug 3, 2026Yaning Zhang, Jiao Wu, Zan Gao +1Algorithmic FairnessDeepfake Detection

    Computer Vision Institute, School of Artificial Intelligence, Shenzhen University, Shenzhen, 518060, China · Shandong Artificial Intelligence Institute, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250014, China · Key Laboratory of Computer Vision and System, Ministry of Education, Tianjin University of Technology, Tianjin, 300384, China +2

  57. ZK-SR117: A Chunked Zero-Knowledge Attestation Design for Aggregated Fair-Lending Metrics, with a Control Mapping toward Full SR 11-7 Coverage

    Aug 1, 2026Mohammad Nasir Uddin, Rahnuma Tabassum Orpita, Eklachur Rahman Bhuiyan +1AI Risk ManagementAlgorithmic Auditing

    1DBA-BIDA (Business Intelligence and Data Analytics) Program, Westcliff University, USA · Department of Computer Science and Engineering, Northern University Bangladesh, Bangladesh · 3Washington University of Science and Technology, Alexandria, Virginia, USA +1

  58. Fairness Auditing: Lower Bounds on Company Manipulation

    Aug 1, 2026Rachit Verma, Padala Manisha, Sujit GujarAlgorithmic AuditingAlgorithmic Fairness

    Indian Institute of Technology Gandhinagar · International Institute of Information Technology Hyderabad

  59. Inference-Time Policy Alignment for Fair Reinforcement Learning

    Jul 31, 2026Umer Siddique, Peilang Li, Conor Wallace +1Algorithmic FairnessInference-Time Guidance

    Department of Electrical and Computer Engineering, University of Texas at San Antonio

  60. End-to-End Fairness Optimization with Fair Decision-Focused Learning

    Jul 31, 2026Yu Wang, Violet Xinying ChenFair Resource AllocationAlgorithmic Fairness

    School of Business Stevens Institute of Technology