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. 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

  2. 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

  3. 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

  4. 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

  5. Can Zero-Shot LLMs Predict Child Malnutrition? A Fairness and Temporal Robustness Study

    Jul 31, 2026Muhammad Ashad Kabir, Md Ahshanul HaqueZero-Shot LearningHealthcare

    School of Computing, Mathematics and Engineering, Charles Sturt University, Bathurst, NSW 2795, Australia

  6. FairDiffuseVQVAE: Sampling-Time Fairness in Tabular Diffusion via Conditional Refinement of Vector-Quantized Latents

    Jul 31, 2026Nitish Nagesh, Mahdi Bagheri, Amir M. RahmaniAlgorithmic FairnessDiffusion Sampling

    University of California, Irvine

  7. KAISEN: Reproducible Subgroup Fairness Auditing for Clinical Risk Models

    Jul 30, 2026Sparsh Roy, Samuel Girmachew, Nishita ChavanDistribution Shift RobustnessAlgorithmic Fairness

    Massachusetts Institute of Technology · Hopewell Valley Central High School · East Brunswick High School

  8. Unequal Trips, Unequal Places: Diagnosing and Mitigating Delay Inequity in Autonomous Vehicle Fleet Coordination

    Jul 27, 2026Nicole Hu, Mingtao Zhang, Haoyang LI +2Algorithmic FairnessVehicle Routing

    School of Hotel and Tourism Management The Hong Kong Polytechnic University Hong Kong SAR, China · Department of Computing The Hong Kong Polytechnic University Hong Kong SAR, China · School of Hotel and Tourism Management & Computing The Hong Kong Polytechnic University Hong Kong SAR, China

  9. Outcome-Fair Restless Multi-Armed Bandits for Stochastic Deadline Scheduling

    Jul 26, 2026Shakti Sharma, Rahul MeshramSequential Decision MakingFair Resource Allocation

    Dept. of Physics, IIT Madras, Chennai, India. · Dept. of Electrical Engineering, IIT Madras, Chennai, India.

  10. Unlearning Under Imbalance: Benchmarking Fairness in Multimodal LLM Unlearning

    Jul 23, 2026Lorenzo Orsingher, Thomas De Min, Massimiliano Mancini +2VLM UnlearningAlgorithmic Fairness

    University of Trento, Trento, Italy · Fondazione Bruno Kessler, Trento, Italy

  11. A Framework for Reputation Aware Uninorm-driven Consensus Algorithms for Blockchain Networks

    Jul 22, 2026Bruno Ramos-Cruz, Javier Andreu-Perez, David Richerby +1Algorithmic Fairness

    Computer Science Department, University of Jaen, Jaen, 23071, Spain · School of Computer Science and Electronic Engineering, University of Essex, Colchester, CO4 3SQ, United Kingdom

  12. Evaluating and Mitigating Gender Bias in Pre-trained Embeddings for ML-based Recruitment

    Jul 22, 2026Farnaz Faramarzi Lighvan, Lynn HouthuysGender Bias in Language ModelsAlgorithmic Fairness

    AI Lab, Vrije Universiteit Brussel, Belgium

  13. COVAriance-Induced Fairness Gap Penalty for Subgroup-Fair Clustering

    Jul 20, 2026Kyungseon Lee, Hankyo Jeong, Kunwoong Kim +2ClusteringAlgorithmic Fairness

    Department of Statistics, Seoul National University · KAIST AI

  14. Equality, Equity, and Causality in Fairness Research: A Commentary on Cheng (2026)

    Jul 20, 2026Youmi SukAlgorithmic Fairness

    Teachers College, Columbia University

  15. Demographically-Conditioned Synthetic Medical Images for Bias Mitigation and Bias Detection in Disease Classifiers

    Jul 16, 2026Mahmoud Ibrahim, Bart Elen, Chang Sun +2Synthetic Data PretrainingAlgorithmic Fairness

    Institute of Data Science, Faculty of Science and Engineering, Maastricht University, Maastricht, The Netherlands · Department of Advanced Computing Sciences, Faculty of Science and Engineering, Maastricht University, Maastricht, The Netherlands · VITO, Belgium

  16. Grad2Fair: A Gradient-driven Approach for Graph Fairness without Demographics

    Jul 16, 2026Yuchang Zhu, Zezhong Xie, Huizhe Zhang +4Graph Neural NetworksAlgorithmic Fairness

    School of Computer Science and Engineering, Sun Yat-Sen University, Guangzhou 510007, China · Institute of Artificial Intelligence, Xiamen University, Xiamen 361005, China · School of Software Engineering, Sun Yat-sen University, Zhuhai 519082, China

  17. Auditing Fairness-Privacy Trade-offs: Subpopulation-Level Effects of Fairness-Enhancing Algorithms

    Jul 16, 2026Umid Suleymanov, Ilhama Novruzova, Khalid Mammadov +2Privacy AuditingMembership Inference Attacks

    Virginia Tech · Blacksburg, USA · ADA University +5

  18. Price of Fairness in Bandits: A Tight Minimax Characterization

    Jul 15, 2026Dhruv Sarkar, Soumyadeep Dutta, Sayak Ray ChowdhuryMulti-Armed BanditsMinimax Regret

    1Indian Institute of Technology Kharagpur · 2Mohamed bin Zayed University of Artificial Intelligence · 3Indian Institute of Technology Kanpur

  19. Controllable Generation of Diverse Dermatological Imagery for Fair and Efficient Malignancy Classification

    Jul 14, 2026Héctor Carrión, Narges NorouziSkin Lesion ClassificationSynthetic Data Augmentation

    University of California, Santa Cruz, USA · University of California, Berkeley, USA

  20. Vertical Standardisation for High-Risk AI Systems under the EU AI Act: A Domain-Specific Framework for Algorithmic Hiring

    Jul 14, 2026Anna Gatzioura, Vrettos Moulos, Nina BaranowskaAI-Assisted Decision MakingAlgorithmic Fairness

    University Pompeu Fabra, Barcelona, Spain · University of Piraeus, Piraeus, Greece · Leiden University, Leiden, Netherlands

  21. Neutralizing Structural Inequality in the Nigerian FinTech Sector

    Jul 11, 2026Muhammad Abdullahi SaidAlgorithmic FairnessFinancial Fraud Detection

  22. Optimizing ARDL Models for Retail Sales Forecasting and Fair Pricing

    Jul 10, 2026Sujay Uday RittikarTime Series ForecastingAlgorithmic Fairness

    Department of Applied Computer Science The University of Winnipeg Winnipeg, MB, Canada

  23. FairSelect: A Systematic Evaluation of Multi-Level and Intersectional Algorithmic Fairness

    Jul 9, 2026Nick Souligne, Isabella Mixton-Garcia, Vignesh SubbianAlgorithmic FairnessGroup Fairness

    College of Engineering, University of Arizona, Tucson, AZ

  24. False Confidence: Automated Labels Confound Fairness Audits in Cervical Spine Segmentation

    Jul 8, 2026Linus Juni, Aasa Feragen, Aditya ParikhAlgorithmic FairnessMedical Image Segmentation

    Section for Visual Computing, DTU Compute, Technical University of Denmark, Kongens Lyngby, Denmark

  25. Institutional Red-Teaming: Deployment Rules, Not Just Models, Causally Shape Multi-Agent AI Safety

    Jul 8, 2026Yujiao ChenAlgorithmic FairnessAI Agent Safety

    Massachusetts Institute of Technology · Cambridge, MA 02139

  26. Where to Intervene? Benchmarking Fairness-Aware Learning on Differentially Private Synthetic Tabular Data

    Jul 8, 2026Vinícius Gabriel Angelozzi, Héber H. ArcoleziAlgorithmic FairnessGroup Fairness

    Centre Inria de l’Université Grenoble Alpes · ÉTS Montréal, Inria Grenoble

  27. Do Counterfactually Fair Image Classifiers Satisfy Group Fairness? -- A Theoretical and Empirical Study

    Jul 7, 2026Sangwon Jung, Sumin Yu, Sanghyuk Chun +1Algorithmic FairnessCounterfactual Fairness

    Department of Electrical and Computer Engineering, Seoul National University · NAVER AI Lab · ASRI/INMC/IPAI/AIIS, Seoul National University

  28. Whose fairness? Structural concentration in AI bias research

    Jul 6, 2026Abhash Shrestha, Subigya Gautam, Anu Sapkota +2Algorithmic FairnessAlgorithmic Bias

    1*Center for Artificial Intelligence (AI) Research Nepal, Sundarharaincha-09, Koshi, Nepal. · 2Sharda University, Delhi-NCR,India. · 3Shodhguru Innovation and Research Labs, India. +1

  29. Counterfactual Methods for Detecting Unfairness in Anti-Money Laundering Algorithms

    Jul 6, 2026Lea Multerer, Michele Inchingolo, David Kletz +3Algorithmic FairnessCounterfactual Fairness

    IDSIA, Switzerland · UBS Switzerland AG and its affiliates, Germany

  30. Directly Optimizing Mean Demographic Parity for Nonlinear Regression

    Jul 6, 2026Ieva Petrulionyte, Julien Mairal, Michael ArbelAlgorithmic FairnessGroup Fairness

    Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK, 38000 Grenoble, France