Implicit Bias

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Period ending 2026-09-21

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Period ending 2026-09-07

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  1. Score Centering Stabilizes Off-policy Reinforcement Learning

    Sep 17, 2026Martin Marek, Max RyabininTraining-Inference MismatchImplicit Bias

  2. Harm Laundering in GPT Models: Evidence That Gender Discrimination Is Transformed Rather Than Reduced Across Safety-Trained Generations

    Sep 17, 2026Sarah Wyer, Sue Black, Noura Al MoubayedToxicityLarge Language Model Safety

  3. Summarization Bias: The Directional Collapse of Objective Projection into Told-Mode Labels in Large Language Models --- A Conceptual Framework and Registered Test Protocol

    Sep 17, 2026Levent BulutLarge Language Model BiasSummarization

  4. HerHealthEval: Evaluating Multilingual and Register-Sensitive Understanding of Women's Health Communication

    Sep 17, 2026Hassan Saeed Hassan Albattra, Mazen Mohammed Bahgat, Rahatara Ferdousi +2HealthcareMultimodal Evaluation

  5. Geopolitical Divisions Across Languages in Large Language Models

    Sep 17, 2026Maxim ChupilkinGeopolitical SphereIdeology

  6. A Dual-Process Perspective on Nudge Susceptibility in LLM-Based GUI Agents

    Sep 17, 2026Haya Halimeh, Sascha Kaltenpoth, Kevin Bösch +1Graphical User Interface AgentsImplicit Bias

  7. Absence is Presence: Understanding Visual Scene Negative Events Under Safety Cognitive Constraint

    Sep 17, 2026Zhiyun Jiang, Hanyong Wang, Binbin Liang +3Video CaptioningCounterfactual Learning

  8. Benchmarking MLLMs via Cognitive Expected Scene Graph for Safety-Critical Visual Negation Understanding

    Sep 17, 2026Zhiyun Jiang, Hanyong Wang, Binbin Liang +3NegationImplicit Bias

  9. DyMT-ESB: Dynamic Multi-Turn Evaluation of Social Bias in User-LLM Interactions

    Sep 16, 2026Rem Hida, Masahiro Kaneko, Daisuke Oba +2Large Language Model BiasMulti-Turn Interactions

  10. The evolution of sex for artificial intelligence: a population-genetic framework for multigenerational model populations

    Sep 16, 2026Giorgio F. GilestroArtificial Intelligence ModelsPopulation Dynamics

  11. A Probe Shift Is Not a Fairness Fix: The Limits of Representation Steering in Speech Models

    Sep 16, 2026Nicolas Bourrel, Abderrahmane Issam, Gerasimos SpanakisSpeaker AttributesSpeech Encoder

  12. Bias Amplification in Multi-Agent Network: How Biased Agents Shape Opinions and Rhetoric

    Sep 16, 2026Omran Berjawi, Giuseppe Fenza, Rida KhatounLarge Language Model BiasMulti-Agent Large Language Model

  13. Linguistic Triggers of Gender and Racial Bias in Open-Weight LLMs Applied to Recruitment

    Sep 16, 2026Kosuke Kitahara, Nobuhiro YamaguchiGender BiasGender

  14. From a River in Gilead to the Inference Distributions of Large Language Models: Covert Dialect Bias and Linguistic Profiling at Scale

    Sep 16, 2026Chowdhury Mohammad Abdullah, Rita OrjiLarge Language Model BiasDialects

  15. Newer Is Not Fairer: Gender Stereotyping in Text-to-Image AI Across Model Generations

    Sep 16, 2026Shesh Narayan Gupta, Nik Bear BrownGenderText-To-Image

  16. Whom Do AI Agents Work For? Role Assignment Induces Sponsorship Bias in LLM Recommenders

    Sep 16, 2026Davood Wadi, Yu MaAgentic CommerceArtificial Intelligence Agents

  17. Bias-Induced Crossover in Absolute Capacity of Dense Associative Memory

    Sep 15, 2026Yuto Sakurai, Takeaki Shimokawa, Kazunori Iwata +1Dense Associative MemoryHopfield Networks

  18. Coupled Calibration and Learning: Mitigating Teacher Bias in LLM Distillation without Target-Domain Reward Feedback

    Sep 15, 2026Haichen Hu, Yuheng Zhang, David Simchi-LeviTeacherMulticalibration and Calibration

  19. The Role of Implicit and Explicit Demographic Signals in Large Language Model-based Student Assessment

    Sep 15, 2026Donya Rooein, Luca Benedetto, Dirk HovyLarge Language Model BiasDemographics

  20. Deconstructing Stereotypes: Scope-Conditioned Generation for Effective Multilingual Counterspeech

    Sep 15, 2026Greta Damo, Elias Urios Alacreu, Elena Cabrio +2Hate SpeechStereotype Mitigation

  21. A Data-free Universal Prior over Syntactic Structures

    Sep 15, 2026Fermín Moscoso del Prado MartínSyntactic StructureProbability

  22. ViD: Vision-Dominant Gender Bias Mitigation for Large Vision-Language Models

    Sep 15, 2026Zhipeng Zhao, Zhaoqiang Wei, Peishun Liu +2Large Vision Language ModelsGender Bias

  23. Beyond the Name: Demographic Leakage in De-Identified Résumés and Evaluation Artifacts in LLM Bias Audits

    Sep 15, 2026Qiangju Chen, Yang XiaoLarge Language Model BiasData Leakage

  24. How Humans and LLMs Read Gender into "Gender-Neutral" Physical Descriptions

    Sep 14, 2026Yingjia Wan, Lin Lin, Elisa KreissGenderAnthropomorphism

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

    Sep 14, 2026Archit Rathod, Saeid Tizpaz-NiariLarge Language Model BiasDiscriminative

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

    Sep 14, 2026Mansur Bultygov, Vadim Seliutin, Dmitry Nekhaev +1Facial RecognitionFace Embeddings

  27. Through the Eyes of the Beholder: Biometric and Demographic Conditioning for Multimodal Sexism Detection

    Sep 14, 2026Ana-Maria Luisa Mocanu, Sebastian Mocanu, Ciprian-Octavian Truică +1Human AnnotatorsMultimodal Deep Learning

  28. Issue Bias in Generative AI Writing Assistance: Political Issues and LLMs in the Swedish 2026 Election

    Sep 14, 2026Bastiaan Bruinsma, Annika Fredén, Paul Röttger +2DemocracyAi-Assisted Writing

  29. EduFair-Bench: Evaluating Pedagogical Fairness of LLM Tutors Across Student Demographics

    Sep 14, 2026Jiaxu Zhao, Bahar Radmehr, Fares Fawzi +2TutorsLarge Language Model Bias

  30. Can We Trust LLM Judges: A Study of Capability-Dependent Biases and Multi-Judge Ensemble for Bias Calibration

    Sep 14, 2026Gemma Zhang, Prachi Badarayani, Asmi Kumar +2Large Language Model JudgesLlm-As-A-Judge

  31. Poisson-Corrector Complexity Bounds for Moreau--Yosida Unadjusted Langevin Sampling

    Sep 14, 2026Yuchen Xin, Zhihua ZhangLangevin DynamicsLipschitz Constant

  32. A Responsive Present, a Shared Past, a Social Other: Teens' Overreliance on Companion AI Chatbots

    Sep 13, 2026Mohammad Namvarpour, Tyler Chang, Afsaneh RaziArtificial Intelligence CompanionsReddit

  33. A Unified Per-Token Gating Family for On-Policy Distillation: FKL/RKL Mixing with Multi-Channel and Bias Coefficients

    Sep 12, 2026Suwan Wu, Yumeng Lin, Pengcheng Yuan +1On-Policy DistillationKullback-Leibler Divergence

  34. Prompt Revision as a Source of Cultural Bias in Text-to-Image Systems

    Sep 12, 2026Aleksandra Urman, Elsa Lichtenegger, Salima Jaoua +7Text-To-ImageStereotype Mitigation

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

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

  36. 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 BiasImplicit Bias

  37. Voice or Stereotype? Disentangling Acoustic and Content-Based Gender in Speech-to-Speech Models

    Sep 10, 2026Xiaoqun Liu, Tanu Mitra, Harshit Rajgarhia +1GenderStereotype Mitigation

  38. DiSCo: A Distribution-First Steering and Cultural Prior Evaluation Framework for Measuring Cultural Preference Bias in LLMs

    Sep 9, 2026Bhuvan Arora, Devesh Saraogi, Sravya Varada +1Large Language Model BiasCultural Knowledge

  39. Reference-Based Bias Detection in LLMs via Relative Representations of Hidden States

    Sep 9, 2026Marek Jeliński, Jan Dubiński, Maciej Chrabaszcz +1Large Language Model BiasAlgorithm Auditing

  40. Deep and shallow biases in language models

    Sep 9, 2026An Vo, Vy Tuong Dang, Khai-Nguyen Nguyen +4Large Language Model BiasImplicit Bias

  41. The Audit Decides the Verdict: Instrument Effects Rival Demographic Bias in LLM Decision Audits

    Sep 8, 2026Siddharth Vohra, Manikandan RavikiranLarge Language Model BiasAlgorithm Auditing

  42. Navigating the digital spectrum: Assessing political bias, stability, and downstream fairness in Large Language Models

    Sep 8, 2026Luka Debevc, Nishan Chatterjee, Antoine Doucet +2Large Language Model BiasIdeology

  43. Same Values, Different Languages? From Multilingual Probing to Steering LLMs Toward Chinese Social Values

    Sep 8, 2026Yuemei Xu, Kexin Xu, Jian Zhou +3Human ValuesLarge Language Model Bias

  44. Tracing Stereotypes from Representation to Output in Multilingual LLMs

    Sep 8, 2026Ariun-Erdene Tumurchuluun, Yusser Al Ghussin, Pinzhen Chen +2Multilingual Large Language ModelsStereotype Mitigation

  45. From Echo Chambers to Epistemic Monoculture: Large Language Models Present Temporally Contingent Partisan Alignments as Knowledge

    Sep 7, 2026Wend K. TamPolitical DiscourseLarge Language Model Alignment

  46. Fixed Suffix Dependency Ratio: Quantifying the Dual-Track Mechanism of Gender Assignment in Latvian Loanwords

    Sep 3, 2026Yelingyun Zhang, Atis Kapenieks, Marina PlatonovaGenderLexicon

  47. GazeFS: Target-Centered Gaze-Trajectory Forecasting and Stabilization from Gaze-Head History

    Sep 3, 2026Yaozheng Xia, Zaiping Zhu, Bo Pang +4GazeImplicit Bias

  48. Decoupled Analysis-Judging: An Automated Creativity Evaluator Using LLMs in Complex Multi-step Creativity Tasks

    Sep 3, 2026Xiangyu Wang, Jin Wu, Xiaoyu Li +2CreativityLlm-As-A-Judge

  49. Pooling and Drift in Delayed Bandits

    Sep 1, 2026Melika BaghiMinimaxOptimal Sample Complexity

  50. FairLens: Benchmarking Fairness in Vision-Language Models for High-Stakes Decision-Making

    Sep 1, 2026Vahid Reza Khazaie, Ahmed Y. Radwan, Shaina RazaLarge Vision Language ModelsLarge Language Model Bias

  51. Citing Less Critically: LLMs Reshape the Rhetoric and Reach of Scientific Citation

    Sep 1, 2026Yixuan Liu, Lin Chen, Zhuoqi Liu +2CitationsLarge Language Model Bias

  52. Reliability Challenges in Diffusion Vision-Language Models

    Sep 1, 2026Md. Atabuzzaman, Chris ThomasDiffusion Language ModelsLarge Language Model Hallucination

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

    Sep 1, 2026Muhammed Saeed, Simon RazniewskiTraining Language ModelsImplicit Bias

  54. Right Frame, Wrong Rule: Cultural Cues Expose the Financial Knowledge Gap They Were Meant to Close

    Sep 1, 2026Rania Elbadry, Ahmed Heakl, Saeed Almheiri +12Cultural KnowledgeTask Framing

  55. Patterning in Practice: Debiasing Reward Models with Susceptibilities

    Sep 1, 2026George Wang, Elizabeth Donoway, Daniel MurfetProcess Reward ModelingImplicit Bias

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

    Sep 1, 2026Daeheon Jeong, Yoonjoo Lee, Eugene Choi +2User SimulationLarge Language Model Bias

  57. Aligned but Flattened: Analyzing the Trade-off between Cultural Alignment and Diversity in LLMs

    Sep 1, 2026Jingshen Zhang, Shaoyang Xu, Wenxuan ZhangLarge Language Model AlignmentLarge Language Model Bias

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

    Aug 31, 2026Uthman Jinadu, Parsa Ghazvinian, Anjila Budathoki +3Large Language Model BiasImplicit Bias

  59. LLM-as-a-Demographic: Whom Sociodemographic Prompting Helps, and Whom It Hurts

    Aug 31, 2026Daniela Occhipinti, Andrea Piergentili, Marco GueriniDemographicsLarge Language Model Bias

  60. LLM-Driven Autonomous Vehicles Inherit Human Driver Biases in Pedestrian Yielding: Results and Implications From A New Benchmark

    Aug 31, 2026Irem Yoldas, Martim Brandão, Jie Zhang +1Large Language Model BiasAutonomous Driving