3 papers
cs.CY2026
Ethical Fairness in Ubiquitous Health Sensing without Known Attributes
Shaily Roy, Harshit Sharma, Daniel A. Adler +3
In ubiquitous and mobile health systems, computational models infer human states from wearable, behavioral, and physiological sensing data. In these settings, high accuracy alone i…
cs.LG2026
CurvFed: Curvature-Aligned Federated Learning for Fairness without Demographics
Harshit Sharma, Shaily Roy, Asif Salekin
Modern human sensing applications often rely on data distributed across users and devices, where privacy concerns prevent centralized training. Federated Learning (FL) addresses th…
cs.CL2025
Generalization Gaps in Political Fake News Detection: An Empirical Study on the LIAR Dataset
S Mahmudul Hasan, Shaily Roy, Akib Jawad Nafis
The proliferation of linguistically subtle political disinformation poses a significant challenge to automated fact-checking systems. Despite increasing emphasis on complex neural…