3 papers
cs.CR2026
A Federated Learning Framework for Privacy-Preserving Oral Cancer Screening on Smartphones
Lena D. Swamikannan, Akshay Bhagwan Sonawane, Jay S. Patel +3
Data are the cornerstone of robust AI models. However, in the medical domain, access to reliable data is constrained by regulatory requirements and patient privacy, and clinical or…
cs.LG2026
Unifying Graph Neural Networks Through a Common Layer Equation
Sai Karthik Navuluru, Siddhartha Shankar Das, Bo Ni +9
Graph neural networks are commonly described through family-specific equations whose notation obscures shared computations and structural differences. We introduce a common layer e…
cs.CV2025
Robust Classification of Oral Cancer with Limited Training Data
Akshay Bhagwan Sonawane, Lena D. Swamikannan, Lakshman Tamil
Oral cancer ranks among the most prevalent cancers globally, with a particularly high mortality rate in regions lacking adequate healthcare access. Early diagnosis is crucial for r…