3 papers
cs.AI2026
Who Defines Fairness? Target-Based Prompting for Demographic Representation in Generative Models
Marzia Binta Nizam, James Davis
Text-to-image(T2I) models like Stable Diffusion and DALL-E have made generative AI widely accessible, yet recent studies reveal that these systems often replicate societal biases,…
cs.AI2026
Hidden in Plain Text: Measuring LLM Deception Quality Against Human Baselines Using Social Deduction Games
Christopher Kao, Vanshika Vats, James Davis
Large Language Model (LLM) agents are increasingly used in many applications, raising concerns about their safety. While previous work has shown that LLMs can deceive in controlled…
cs.CV2025
Guideline-Consistent Segmentation via Multi-Agent Refinement
Vanshika Vats, Ashwani Rathee, James Davis
Semantic segmentation in real-world applications often requires not only accurate masks but also strict adherence to textual labeling guidelines. These guidelines are typically com…