Fairness

φ-DPO: Fairness Direct Preference Optimization Approach to Continual Learning in Large Multimodal Models CVPR 2026 A Closed-Form Solution for Debiasing Vision-Language Models with Utility Guarantees Across Modalities and Tasks CVPR 2026 A Game-Theoretica Negotiation Framework for Cross-Cultural Consensus ACL 2026 Algorithms Trained on Normal Chest X-rays Can Predict Health Insurance Types MIDL 2026 ALIGN: Word Association Learning for Cultural Alignment in Large Language Models ACL 2026 A Multilingual Social Bias Benchmark Incorporating Thinking Processes ACL 2026 AudiFair: Privacy-Preserving Framework for Auditing Fairness UAI 2026 AutoDebias: An Automated Framework for Detecting and Mitigating Backdoor Biases in Text-to-Image Models CVPR 2026 Beyond Bounds: Quantifying the Probability of Counterfactual Fairness UAI 2026 Bias at the End of the Score CVPR 2026 Bias In, Bias Out? Finding Unbiased Subnetworks in Vanilla Models CVPR 2026 Bias Is a Subspace, Not a Coordinate: A Geometric Rethinking of Post-hoc Debiasing in Vision-Language Models CVPR 2026 Big AI is Accelerating the Metacrisis: What Can We Do? ACL 2026 Calibrated? Not for Everyone: How Sexual Orientation and Religious Markers Distort LLM Accuracy and Confidence in Medical QA ACL 2026 Can Persona-Prompted LLMs Emulate Subgroup Values? An Empirical Analysis of Generalisability and Fairness in Cultural Alignment ACL 2026 Common to Whom? Regional Cultural Commonsense and LLM Bias in India ACL 2026 Confident, Calibrated, or Complicit: Safety Alignment and Ideological Bias in LLM Hate Speech Detection ACL 2026 Consistent End-to-End Estimation for Counterfactual Fairness CLeaR 2026 Controlling Distributional Bias in Multi-Round LLM Generation via KL-Optimized Fine-Tuning ACL 2026 Convergent Demographic Utility Hierarchies: Geometry of Intersectional Values in LLMs ACL 2026 CuMA: Aligning LLMs with Sparse Cultural Values via Demographic-Aware Mixture of Adapters ACL 2026 Decoupling Bias, Aligning Distributions: Synergistic Fairness Optimization for Deepfake Detection CVPR 2026 Demographic Parity in Regression and Classification Within the Unawareness Framework JMLR 2026 DIA-HARM: Dialectal Disparities in Harmful Content Detection Across 50 English Dialects ACL 2026 DSO: Direct Steering Optimization for Bias Mitigation CVPR 2026