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Fairness

3337 directly classified papers

Papers per year

Papers

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
EFX Allocation in (Multi)Hypergraphs AAAI 2026
Position Fair Mechanisms Allocating Indivisible Goods AAAI 2026
Group Fair Matchings Using Convex Cost Functions AAAI 2026
Revisiting Fairness-aware Interactive Recommendation: Item Lifecycle as a Control Knob AAAI 2026
Greedily Maximizing Ex-Ante Fairness AAAI 2026
CAD-VAE: Leveraging Correlation-Aware Latents for Comprehensive Fair Disentanglement AAAI 2026
Compositional Attribute Imbalance in Vision Datasets AAAI 2026
Fair Facial Attribute Recognition via Group-Decoupled Vision Transformer with Mask-Guided Correlation Suppression AAAI 2026
Bot Meets Shortcut: How Can LLMs Aid in Handling Unknown Invariance OOD Scenarios? AAAI 2026
Bias Association Discovery Framework for Open-Ended LLM Generations AAAI 2026
Fairness and Stability for Shared Resource Allocation Problems AAAI 2026