3 papers
cs.CL2026
Beyond Fixed Psychological Personas: State Beats Trait, but Language Models are State-Blind
Tamunotonye Harry, Ivoline Ngong, Chima Nweke +2
User interactions with language models vary due to static properties of the user (trait) and the specific context of the interaction (state). However, existing persona datasets (li…
cs.CR2025
"We Need a Standard": Toward an Expert-Informed Privacy Label for Differential Privacy
Onyinye Dibia, Mengyi Lu, Prianka Bhattacharjee +2
The increasing adoption of differential privacy (DP) leads to public-facing DP deployments by both government agencies and companies. However, real-world DP deployments often do no…
cs.CR2025
Aim High, Stay Private: Differentially Private Synthetic Data Enables Public Release of Behavioral Health Information with High Utility
Mohsen Ghasemizade, Juniper Lovato, Christopher M. Danforth +5
Sharing health and behavioral data raises significant privacy concerns, as conventional de-identification methods are susceptible to privacy attacks. Differential Privacy (DP) prov…