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Fairness

3337 directly classified papers

Papers per year

Papers

Measuring Mechanistic Independence: Can Bias Be Removed Without Erasing Demographics? EACL 2026
Evaluating the Effect of Retrieval Augmentation on Social Biases EACL 2026
SCALEX: Scalable Concept and Latent Exploration for Diffusion Models WACV 2026
GlobLingDiv: A global dataset linking linguistic diversity and digital support to reveal landscapes with under-resourced languages for NLP EACL 2026
The Indonesian Religiolect Corpus: Data Curation for Muslim, Protestant, and Catholic Language Varieties EACL 2026
Leveraging Wikidata for Geographically Informed Sociocultural Bias Dataset Creation: Application to Latin America EACL 2026
Hire Your Anthropologist! Rethinking Culture Benchmarks Through an Anthropological Lens EACL 2026
SCoUT: A Framework for Structured Stereotype Analysis in Language Models AAAI 2026
Leap of FAITH from GNN-to-MLP: Fairness Aware Inference via DisTillation of GrapH Knowledge AAAI 2026
Counterfactual Fairness with Imperfect Causal Graphs AAAI 2026
A General Anchor-Based Framework for Scalable Fair Clustering AAAI 2026
Learning Fair Graph Representations via Probability of Necessity and Sufficiency AAAI 2026
Partial Fairness Awareness: Belief-Guided Strategic Mechanism for Strategic Agents AAAI 2026
Breaking the Dyadic Barrier: Rethinking Fairness in Link Prediction Beyond Demographic Parity AAAI 2026
CoRe-Fed: Bridging Collaborative and Representation Fairness via Federated Embedding Distillation AAAI 2026
HAMLET4Fairness: Enhancing Fairness in AI Pipelines Through Human-Centered AutoML and Argumentation AAAI 2026
Fairness Aware Reinforcement Learning via Proximal Policy Optimization AAAI 2026
Revisiting (Un)Fairness in Recourse by Minimizing Worst-Case Social Burden AAAI 2026
Generalizing Fair Clustering to Multiple Groups: Algorithms and Applications AAAI 2026
VCGD: Visual Clue Guided Decoding with Caption Model for Mitigating Hallucination in Multimodal Large Language Models AAAI 2026
Linear Time Algorithms for Individually Fair k-means via Multi-Swap Local Search AAAI 2026
Argumentative Debates for Transparent Bias Detection AAAI 2026
Designing Truthful Mechanisms for Asymptotic Fair Division AAAI 2026
Non-Monotonicity in Fair Division of Graphs AAAI 2026
Fair and Efficient Balanced Allocation for Indivisible Goods AAAI 2026