3 papers
cs.LG2025
Beyond Internal Data: Bounding and Estimating Fairness from Incomplete Data
Varsha Ramineni, Hossein A. Rahmani, Emine Yilmaz +1
Ensuring fairness in AI systems is critical, especially in high-stakes domains such as lending, hiring, and healthcare. This urgency is reflected in emerging global regulations tha…
cs.LG2025
Beyond Internal Data: Constructing Complete Datasets for Fairness Testing
Varsha Ramineni, Hossein A. Rahmani, Emine Yilmaz +1
As AI becomes prevalent in high-risk domains and decision-making, it is essential to test for potential harms and biases. This urgency is reflected by the global emergence of AI re…
cs.CL2024
Understanding the Role of User Profile in the Personalization of Large Language Models
Bin Wu, Zhengyan Shi, Hossein A. Rahmani +2
Utilizing user profiles to personalize Large Language Models (LLMs) has been shown to enhance the performance on a wide range of tasks. However, the precise role of user profiles a…