2 papers
cs.LG2026
TrustFed: Enabling Trustworthy Medical AI under Data Privacy Constraints
Vagish Kumar, Syed Bahauddin Alam, Souvik Chakraborty
Protecting patient privacy remains a fundamental barrier to scaling machine learning across healthcare institutions, where centralizing sensitive data is often infeasible due to et…
cs.CV2026
CortiNet: A Physics-Perception Hybrid Cortical-Inspired Dual-Stream Network for Gallbladder Disease Diagnosis from Ultrasound
Vagish Kumar, Souvik Chakraborty
Ultrasound imaging is the primary diagnostic modality for detecting Gallbladder diseases due to its non-invasive nature, affordability, and wide accessibility. However, the low res…