Fairness

Bias In, Bias Out? Finding Unbiased Subnetworks in Vanilla Models CVPR 2026 Bias in the Ear of the Listener: Assessing Sensitivity in Audio Language Models Across Linguistic, Demographic, and Positional Variations EACL 2026 Bot Meets Shortcut: How Can LLMs Aid in Handling Unknown Invariance OOD Scenarios? AAAI 2026 Breaking the Dyadic Barrier: Rethinking Fairness in Link Prediction Beyond Demographic Parity AAAI 2026 CAD-VAE: Leveraging Correlation-Aware Latents for Comprehensive Fair Disentanglement AAAI 2026 CAIRE: Cultural Attribution of Images with Retrieval EACL 2026 Capacity Constraints Make Admissions Processes Less Predictable AAAI 2026 CCD-Bench: Probing Cultural Conflict in Large Language Model Decision-Making AAAI 2026 Colorism in Multimodal AI: An Empirical Exploration of Socioeconomic Linguistic Bias in Text-to-Image Generation EACL 2026 Compositional Attribute Imbalance in Vision Datasets AAAI 2026 Conceptual Cultural Index: A Metric for Cultural Specificity via Relative Generality EACL 2026 Conversational AI for Social Good (CAI4SG): An Overview of Emerging Trends, Applications, and Challenges AAAI 2026 CoRe-Fed: Bridging Collaborative and Representation Fairness via Federated Embedding Distillation AAAI 2026 Counterfactual Fairness with Imperfect Causal Graphs AAAI 2026 Culture Affordance Atlas: Reconciling Object Diversity Through Functional Mapping AAAI 2026 DarkBench+: An Extended Benchmark for Evaluating Dark Patterns in Large Language Models AAAI 2026 Decomposing Direct and Indirect Biases in Linear Models Under Demographic Parity Constraint AAAI 2026 Decomposing Direct and Indirect Biases in Linear Models Under Demographic Parity Constraint (Student Abstract) AAAI 2026 Demographic Parity in Regression and Classification Within the Unawareness Framework JMLR 2026 Designing Truthful Mechanisms for Asymptotic Fair Division AAAI 2026 De-Speakerizing Accented ASR: Measuring and Mitigating Speaker Entanglement for Fair, Reliable Recognition AAAI 2026 Detecting Subtle Biases: An Ethical Lens on Underexplored Areas in AI Language Models Biases EACL 2026 Discourses of Prevention: A Multimodal Study of HPV Vaccination Campaigns in Italy EACL 2026 Does Question Really Matter? The Attribution of Answer Bias in LLM Evaluation AAAI 2026 Do Large Language Models Adapt to Language Variation across Socioeconomic Status? EACL 2026