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Melanie Weber
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Cited by
Year
Characterizing Complex Networks with Forman-Ricci Curvature and Associated Geometric Flows
M Weber, E Saucan, J Jost
Journal of Complex Networks 5 (4), 527-550, 2017
942017
EGAD: Ultra-fast functional analysis of gene networks
S Ballouz, M Weber, P Pavlidis, J Gillis
Bioinformatics 33 (4), 612-614, 2016
782016
Forman-Ricci flow for change detection in large dynamics data sets
M Weber, J Jost, E Saucan
Axioms 5 (4), doi: 10.3390/axioms5040026, 2016
532016
Riemannian Optimization via Frank-Wolfe Methods
M Weber, S Sra
Mathematical Programming, 2022
44*2022
Projection-free nonconvex stochastic optimization on Riemannian manifolds
M Weber, S Sra
IMA Journal of Numerical Analysis 42 (4), 3241–3271, 2021
43*2021
Coarse Geometry of Evolving Networks
M Weber, E Saucan, J Jost
Journal of Complex Networks 6 (5), 706--732, 2018
42*2018
Discrete Curvatures and Network Analysis
E Saucan, A Samal, M Weber, J Jost
MATCH 80 (3), 605-622, 2018
392018
Robust Large-Margin Learning in Hyperbolic Space
M Weber, M Zaheer, AS Rawat, A Menon, S Kumar
Advances in Neural Information Processing Systems 34, 2020
332020
Forman's Ricci curvature - From networks to hypernetworks
E Saucan, M Weber
Complex Networks and Their Applications VII. Studies in Computational …, 2019
29*2019
Curvature-based Methods for Brain Network Analysis
M Weber, J Stelzer, E Saucan, A Naitsat, G Lohmann, J Jost
arXiv:1707.00180, 2017
272017
Curvature and Representation Learning: Identifying Embedding Spaces for Relational Data
M Weber, M Nickel
NeurIPS Relational Representation Learning, 2018
162018
Neighborhood Growth Determines Geometric Priors for Relational Representation Learning
M Weber
International Conference on Artificial Intelligence and Statistics 108, 266-276, 2020
152020
Mitigating over-smoothing and over-squashing using augmentations of Forman-Ricci curvature
L Fesser, M Weber
Learning on Graphs Conference, 2023
132023
Augmentations of Forman’s Ricci curvature and their applications in community detection
L Fesser, SS de Haro Ivánez, K Devriendt, M Weber, R Lambiotte
Journal of Physics: Complexity 5 (3), 035010, 2024
112024
Global optimality for Euclidean CCCP under Riemannian convexity
M Weber, S Sra
International Conference on Machine Learning, 2023
11*2023
Detecting the Coarse Geometry of Networks
M Weber, J Jost, E Saucan
NeurIPS Relational Representation Learning, 2018
102018
Exploration of the sputum methylome and omics deconvolution by quadratic programming in molecular profiling of asthma and COPD: the road to sputum omics 2.0
EE Groth, M Weber, T Bahmer, F Pedersen, A Kirsten, D Börnigen, ...
Respiratory Research 21, 274, 2020
92020
On the hardness of learning under symmetries
BT Kiani, T Le, H Lawrence, S Jegelka, M Weber
International Conference on Learning Representations, 2024
82024
Curvature-based clustering on graphs
Y Tian, Z Lubberts, M Weber
arXiv preprint arXiv:2307.10155, 2023
82023
Optimal control with learning on the fly: a toy problem
CL Fefferman, B Guillen Pegueroles, CW Rowley, M Weber
Revista Matematica Iberoamericana 38 (1), 175–187, 2022
82022
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Articles 1–20