2 papers
cs.CV2025
Application of discrete Ricci curvature in pruning randomly wired neural networks: A case study with chest x-ray classification of COVID-19
Pavithra Elumalai, Sudharsan Vijayaraghavan, Madhumita Mondal +1
Randomly Wired Neural Networks (RWNNs) serve as a valuable testbed for investigating the impact of network topology in deep learning by capturing how different connectivity pattern…
physics.comp-ph2024
Bakry-Émery-Ricci curvature: An alternative network geometry measure in the expanding toolbox of graph Ricci curvatures
Madhumita Mondal, Areejit Samal, Florentin Münch +1
The characterization of complex networks with tools originating in geometry, for instance through the statistics of so-called Ricci curvatures, is a well established tool of networ…