Melanie Weber

1. Characterizing Complex Networks with Forman-Ricci Curvature and\n Associated Geometric Flows
   2016/07/28 by Melanie Weber, Weber, Melanie, Emil Saucan +3 · 9 citations
   Computer Science · Physics and Astronomy · #05C10 #05C21 #05C75 #05C82 #Combinatorics (math.CO) #Complex Network Analysis Techniques #Data Visualization and Analytics #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #FOS: Mathematics #Social and Information Networks (cs.SI) #Topological and Geometric Data Analysis
2. Shared Global and Local Geometry of Language Model Embeddings
   2025/03/27 by Andrew Lee, Melanie Weber, Lee, Andrew +5 · 3 voices · 5 citations
   Computer Science · #Natural Language Processing Techniques
3. Forman-Ricci flow for change detection in large dynamic data sets
   2016/04/22 by Melanie Weber, Jürgen Jost, Weber, Melanie +3 · 3 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · #Topological and Geometric Data Analysis #Data Visualization and Analytics #Bioinformatics and Genomic Networks
4. Hardness of Learning Neural Networks under the Manifold Hypothesis
   2024/06/03 by Bobak T. Kiani, Jason Wang, Kiani, Bobak T. +3 · 5 citations
   Computer Science · #Differential Geometry (math.DG) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications
5. Graph Pooling via Ricci Flow
   2024/07/05 by Amy Feng, Feng, Amy, Melanie Weber +1 · 4 citations
   Computer Science · #Data Management and Algorithms #Graph Theory and Algorithms #Topological and Geometric Data Analysis
6. Riemannian Optimization via Frank-Wolfe Methods
   2017/10/30 by Melanie Weber, Weber, Melanie, Suvrit Sra +1 · 2 citations
   Computer Science · Mathematics · Medicine · #15A24 #46N10 #49Q99 #65K10 #Advanced Neuroimaging Techniques and Applications #FOS: Computer and information sciences #FOS: Mathematics #Functional Analysis (math.FA) #Machine Learning (cs.LG) #Morphological variations and asymmetry #Optimization and Control (math.OC) #Topological and Geometric Data Analysis
7. Can one see the shape of a network?
   2016/08/28 by Melanie Weber, Weber, Melanie, Emil Saucan +3 · 2 citations
   Computer Science · Physics and Astronomy · #05C10 #05C82 #Combinatorics (math.CO) #Complex Network Analysis Techniques #Data Visualization and Analytics #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #FOS: Mathematics #Topological and Geometric Data Analysis
8. Train Small, Deploy Large: Zero-Shot GNN Transfer Through Geometric Renormalization
   2026/07/30 by Robert Jankowski, Pedro Almagro-Blanco, Marián Boguñá +2
   Computer Science · Physics and Astronomy · #cs.LG #cs.AI #physics.soc-ph
9. Powers of the Vandermonde determinant are eventually non-SNP
   2026/07/26 by Thien Le, Melanie Weber
   #math.CO