Bias Detection and Mitigation

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Large Language Model BiasStereotype Mitigation

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Period ending 2026-09-14

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Period ending 2026-09-07

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

    Sep 14, 2026Mansur Bultygov, Vadim Seliutin, Dmitry Nekhaev +1Face Recognition SystemsFairness-Aware Learning

  2. Breaking the Central Bias: Spatially Partitioned Experts for Coordinate-Based Neuroevolution

    Sep 10, 2026Romain Claret, Arthur Gygax, Michael O'Neill +3MnistReceptive Fields

  3. When Noise Fabricates Bias: The Fragility of LLM-as-a-Judge Bias Measurement under Noisy Text

    Sep 10, 2026DongHyun Ryu, Jaehyeok Lee, YeongJun Hwang +1Large Language Model BiasBias Detection and Mitigation

  4. Deep and shallow biases in language models

    Sep 9, 2026An Vo, Vy Tuong Dang, Khai-Nguyen Nguyen +4Large Language Model BiasBias Detection and Mitigation

  5. LLMPEDIA: Browsing, Verifying, and Comparing the Parametric Encyclopedic Knowledge of LLMs

    Sep 1, 2026Muhammed Saeed, Simon RazniewskiVerificationBias Detection and Mitigation

  6. Patterning in Practice: Debiasing Reward Models with Susceptibilities

    Sep 1, 2026George Wang, Elizabeth Donoway, Daniel MurfetPreference PairsBias Detection and Mitigation

  7. Investigating Assistant Bias in LLM User Simulators Using a Role Vector

    Sep 1, 2026Daeheon Jeong, Yoonjoo Lee, Eugene Choi +2Social SimulationsLarge Language Model Bias

  8. Authority Bias in Conversational Search Engines for Academic Paper Recommendation

    Aug 31, 2026Uthman Jinadu, Parsa Ghazvinian, Anjila Budathoki +3Large Language Model BiasAcademic Papers

  9. Hidden Threat in Synthetic Data: Covert Targeted Bias Injection through Benign Text

    Aug 31, 2026Minkyung Cho, Jihyo Kim, SeungWoo Song +4Synthetic DataBenign

  10. Beyond Polarization: The Generative Constraint of Chain-of-Thought in Pointwise Reranking

    Aug 31, 2026Xiaoyang Chen, Jie Liu, Haijin Liang +5Score FunctionBias Detection and Mitigation

  11. ContextBias: Controlled Evaluation of Bias Persistence Under Context Shift in Text-to-Image Models

    Aug 30, 2026Shaghayegh Kolli, Sina Emami, Moreno D'Incà +4Stereotype MitigationText-To-Image Models

  12. Does Rank Still Matter? Position Bias When AI Agents Shop on Our Behalf

    Aug 24, 2026Davood Wadi, Yu MaAgentic CommerceAgentic Search

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

    Aug 13, 2026Yu Linghu, Salman Mohammad, Xinyi Zhang +1Fairness-Aware LearningBias Detection and Mitigation

  14. Every Token Counts: Exact Likert-Scale Distributions for Measuring LLM Attitudes and Biases

    Aug 11, 2026Davood Wadi, Mohsen Ghodrat, Matthew PhilpLarge Language Model BiasLarge Language Model Evaluation

  15. Subjective Multi-Bias Detection with Large Language Models

    Aug 10, 2026Ruiyu Li, Zhiying ZhuLarge Language Model BiasHate Speech Detection

  16. Are LLMs Positionally Consistent Ordinal Classifiers? A Systematic Evaluation

    Aug 9, 2026Yu Wang, Zhe Zhou, Menglin Liu +1Bias Detection and MitigationOrder Matters

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

    Aug 8, 2026Sai Srikar BoddupalliCredit Risk PredictionDisparities

  18. Confirming Our Biases? Evaluating the Capabilities, Risks, and Societal Impact of Large Language Models

    Aug 7, 2026Mudar Adas, Polina Tsvilodub, Michael Franke +1Large Language Model BiasFraming

  19. Integrating Implicit and Explicit Relational Biases through Graph-Based Multiple Instance Learning: A Case Study in Skin Lesion Diagnosis

    Aug 6, 2026Rafał Buler, Jakub Buler, Maciej Bobowicz +1Skin Lesion ClassificationMultiple Instance Learning

  20. How to Recognize New Words: A Comparison Between Context Biasing Methods and Speech LLMs

    Aug 6, 2026Christian Huber, Alexander WaibelAutomatic Speech RecognitionLarge Audio Language Models

  21. Non-asymptotic implicit bias of logistic regression at early-stage gradient descent dynamics

    Aug 5, 2026Han BaoGradient DescentOptimization Convergence Analysis

  22. Variable Selection in the Context of AI Fairness

    Aug 4, 2026Ivan Luciano Danesi, Chiara Frigerio, Fabio Maccaferri +2FairnessEpistemic Uncertainty Artificial Intelligence Act

  23. Unscented KalmanNet: Structure-Preserving Deep Learning with Calibrated Posterior Uncertainty under Incomplete Physics and Unknown Noise

    Aug 4, 2026Minhyeok Ko, Abdollah ShafieezadehInvariant Extended Kalman FilterCovariance Estimation

  24. Cross-Lingual Bias in Large Language Models: A Comparative Analysis of English and Swahili

    Aug 4, 2026Ruolei Zhang, Teddy Njuguna, Yue FengLarge Language Model BiasLarge Language Model Alignment

  25. Emergence of Biased Consensus in Multi-Agent LLM Debates

    Aug 3, 2026Maya OkawaMulti-Agent DebateMulti-Agent Large Language Model Systems

  26. Investigating Social Bias in Narrative Image Generation

    Aug 3, 2026Junyeong Park, Sowon Min, Euna Jang +5Visual StorytellingBias Detection and Mitigation

  27. Characterizing Bias in Post-Bandit Inference under Index Algorithms

    Aug 2, 2026Lisu Wang, Yilun Chen, Jiaqi LuGeneralized Linear BanditLightweight Tabular Contextual Bandit

  28. A Heuristic Perspective on Debiasing Language Models

    Aug 1, 2026Tian Lan, Yemin Wang, Chuancheng Shi +6Large Language Model BiasBias Detection and Mitigation

  29. Query Timing Produces Opposite Positional Biases Between LLMs and Humans

    Aug 1, 2026Jasin Cekinmez, Addison J. Wu, Thomas L. GriffithsCognitive BiasesLarge Language Model Bias

  30. FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation

    Jul 31, 2026Martin LukkLarge Language Model BiasFairness Audits

  31. From Minds to Models: The Intersection of Psychology and LLM Behaviours

    Jul 30, 2026Oliver Guidetti, Reza RyanLarge Language Model BiasPsychology

  32. Symphony of Bias: Exploring Gender Associations with Musical Instruments in Multimodal LLMs

    Jul 29, 2026Farhan Farsi, Shayan Bali, Mohammad Heydari Rad +2GenderLarge Language Model Bias

  33. Quotient Dynamics, Effective Curvature, and Implicit Bias in Positive Quadratic Networks

    Jul 28, 2026Pengcheng ChengSpectral DescentLocal Curvature

  34. From Dyad to Triad: Eliciting XAI Requirements in Stroke Rehabilitation

    Jul 28, 2026Param Rajpura, Yogesh Kumar MeenaStroke RehabilitationXai

  35. Face Age Verification Vulnerabilities Under Simple Appearance Manipulations

    Jul 27, 2026Ioannis Sarridis, Ioannis Kompatsiaris, Symeon PapadopoulosFace Recognition SystemsAppearance

  36. Disentangling Semantic Attention from Structural Bias in the Attention Manifold

    Jul 27, 2026Pengkun Jiao, Bin Zhu, Jingjing Chen +1Cross-Modal AttentionLarge Multimodal Models

  37. On the Impossibility of Unbiased and Length-Invariant Policy Optimization with Outcome Rewards

    Jul 25, 2026Fei Ding, Yongkang Zhang, Yuhao Liao +2Relative Policy OptimizationPolicy Optimization

  38. Scale Up Strategically: Learning Compositional Generalization via Bias-Aware Evaluation and Data Collection for Robotic Manipulation

    Jul 23, 2026Yu Qi, Zhang Ye, Xinyi Xu +6Reinforcement-Learning PoliciesRobotic Manipulation

  39. QuantiBias: Benchmarking Quantization-Induced Bias in LLMs

    Jul 23, 2026Emilio FerraraLarge Language Model BiasLarge Language Model Quantization

  40. Position Bias is Hidden Behind Ceiling Effects: A Permutation Diagnostic for LLM Benchmarks

    Jul 23, 2026Hiroki TambaLarge Language Model EvaluationBias Detection and Mitigation

  41. SkillSight: Calibrating Generic Content Bias for Skill Retrieval

    Jul 21, 2026Jinying Xiao, Bin Li, Xiaopeng Li +7Agent Skill LibrariesRelevance

  42. Relative Positions Generalize, Absolute Positions Memorize: An Implicit-Bias Account of Length Generalization in Attention

    Jul 21, 2026Subham Singh, Ashutosh Mishra, Subha RautPositional EncodingAbsolute Pose

  43. Cross-Dataset Generalization in Breast MRI Tumor Classification via Class-Wise Dataset Mixing

    Jul 21, 2026Mohammad Ali Dadrast, Hamid UsefiMedical Imaging DatasetsCross-Dataset Benchmark

  44. PAC--Bayes Bounds on Quotient Parameter Spaces: Geometry-induced Implicit-Bias Priors

    Jul 20, 2026Nicola Aladrah, Fabio AnselmiBayesian Inference ApproachesPriors

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

    Jul 16, 2026Mahmoud Ibrahim, Bart Elen, Chang Sun +2Medical Image GenerationFairness Audits

  46. Rare Concept Generation via Counterfactual Inference in Diffusion Models

    Jul 16, 2026Zhengyuan Jiang, Haipeng Liu, Meng Wang +1Text-To-Image Diffusion ModelsDiffusion Models

  47. Genre Bias or Aesthetic Perception? Identifying and Mitigating Shortcut Learning in Music Evaluation

    Jul 15, 2026Yizhou Zhang, Wangjin Zhou, Yi Zhao +3Music UnderstandingAesthetics

  48. PUe: Biased Positive-Unlabeled Learning Enhancement by Causal Inference

    Jul 15, 2026Xutao Wang, Hanting Chen, Tianyu Guo +1Unlabeled DataPropensity

  49. OrDA: Orthogonal Disentanglement of Access Habits Framework for Homepage Marketing Block Recommendations

    Jul 15, 2026Lingxiao Zhang, Xiaobo Li, Tao XuOnline Shoppers Purchasing IntentionExploratory Factor Analysis

  50. The Café in Amsterdam: When the Incumbent Becomes the Oracle

    Jul 15, 2026Augusto CamargoComputational CostReconfigurable

  51. Adaptive Filtering of the KV Cache: Diagnosing and Correcting Structural-Role Bias in LLM Inference

    Jul 14, 2026Soumil MandalKey-Value Cache EvictionKey-Value Cache

  52. Accuracy and Normalized Accuracy under Length Bias: Analysis, Guidelines, and a Bayesian Alternative

    Jul 14, 2026Koen OostermeijerLengthBias Detection and Mitigation

  53. Gradient Flow Dynamics and Implicit Bias of Diagonal Linear Networks under Infinitesimal Initialization

    Jul 14, 2026Jiajie Zhao, Jianxing Wang, Junjie Yang +2Gradient DescentTwo-Layer Neural Networks

  54. Fine-Tuned Multi-Agent Framework for Detecting OCEAN in Life Narratives

    Jul 13, 2026Rasiq Hussain, Darshil Italiya, Joshua Oltmanns +1PersonalityOpinions

  55. DeepBias: Adaptive In-depth Probing of Social Biases in LVLMs

    Jul 13, 2026Anqi Li, Jie Zhang, Zhongqi Wang +4Large Language Model BiasBias Detection and Mitigation

  56. Why Low-Light Cameras Go Color Blind: Removing Color Bias in Raw Denoising

    Jul 13, 2026Mohammad Mohammadi, Sina Honari, Stavros Tsogkas +6Low-Light ImagesDenoiser

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

    Jul 9, 2026Nick Souligne, Isabella Mixton-Garcia, Vignesh SubbianFairnessSubgroup Information

  58. Discovering Geometric Biases in 3D Face Reconstruction: A Curvature-Aware Spectral Framework for Fairness Evaluation

    Jul 8, 2026Veronika Shilova, Emmanuel Malherbe, Giovanni Palma +33D Face ReconstructionHumanml3D

  59. Unraveling Machine Behavior by Multi-Level Bias Analysis and Detection: Methodology and Application to Computer Vision

    Jul 8, 2026Ignacio Serna, Aythami Morales, Julian FierrezBias Detection and MitigationMnist

  60. LLMs Silently Correct African American English: Auditing and Mitigating Dialect Bias via Activation Steering

    Jul 7, 2026Huan Wu, Ali Emami, Muhammad Furquan Hassan +5Large Language Model BiasDialects