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Artificial Intelligence › Core AI ›

Fairness

1,193 papers

Papers per year

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Papers

Mind the Gap: Multilingual Divide in LLM Bias Detection and Reasoning ACL 2026

Convergent Demographic Utility Hierarchies: Geometry of Intersectional Values in LLMs ACL 2026

Measuring and Mitigating Racial Bias in Embedding Models: A Comparative Study for Law Enforcement Retrieval ACL 2026

Uncertainty-aware Cycle Diffusion Model for Fair Glaucoma Diagnosis MIDL 2026

Exploring Entropy-based Active Learning for Fair Brain Segmentation MIDL 2026

Revealing and Reducing Morphological Biases Using Implicit Neural Representations for Medical Image Registration MIDL 2026

Algorithms Trained on Normal Chest X-rays Can Predict Health Insurance Types MIDL 2026

Evaluating the Impact of Medical Image Reconstruction on Downstream AI Fairness and Performance MIDL 2026

Long-Tailed Out-of-Distribution Detection: Prioritizing Attention to Tail AAAI 2025

Constructing Fair Latent Space for Intersection of Fairness and Explainability AAAI 2025

Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and Evaluations AAAI 2025

Common Sense Bias Modeling for Classification Tasks AAAI 2025

Constrained Fair and Efficient Allocations AAAI 2025

Temporal Fair Division AAAI 2025

Fairness Shields: Safeguarding against Biased Decision Makers AAAI 2025

Maintaining Fairness in Logit-based Knowledge Distillation for Class-Incremental Learning AAAI 2025

Auditing and Enforcing Conditional Fairness via Optimal Transport AAAI 2025

Who’s the (Multi-)Fairest of Them All: Rethinking Interpolation-Based Data Augmentation Through the Lens of Multicalibration AAAI 2025

Equal Merit Does Not Imply Equality: Discrimination at Equilibrium in a Hiring Market with Symmetric Agents AAAI 2025

Navigating Towards Fairness with Data Selection AAAI 2025

Mitigating Social Bias in Large Language Models: A Multi-Objective Approach Within a Multi-Agent Framework AAAI 2025

RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting AAAI 2025

MABR: Multilayer Adversarial Bias Removal Without Prior Bias Knowledge AAAI 2025

Fair Text-to-Image Diffusion via Fair Mapping AAAI 2025

Fairness-Accuracy Trade-Offs: A Causal Perspective AAAI 2025