Yi Yan

Patch-based deep learning models for breast mammographic mass classification

2023

Background: Breast cancer is one of the greatest health threats to women worldwide. Mammography is an effective and inexpensive tool for breast cancer early detection. Mammography-based breast cancer screening requires a lot of manpower from …

Binarized Simplicial Convolutional Neural Networks

2024 · arXiv (Cornell University)

Graph Neural Networks have a limitation of solely processing features on graph nodes, neglecting data on high-dimensional structures such as edges and triangles. Simplicial Convolutional Neural Networks (SCNN) represent higher-order structures using simplicial complexes to …