Melanie Weber

CoRR, 2024

Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups.

[BibT_eX]

[DOI]

Carola-Bibiane Schönlieb

CoRR, 2024

Disciplined Geodesically Convex Programming.

[BibT_eX]

[DOI]

Andrew Cheng

Vaibhav Dixit

CoRR, 2024

Graph Pooling via Ricci Flow.

[BibT_eX]

[DOI]

Amy Feng

CoRR, 2024

Hardness of Learning Neural Networks under the Manifold Hypothesis.

[BibT_eX]

[DOI]

Bobak T. Kiani

Jason Wang

CoRR, 2024

On the hardness of learning under symmetries.

[BibT_eX]

[DOI]

Proceedings of the Twelfth International Conference on Learning Representations, 2024

Effective Structural Encodings via Local Curvature Profiles.

[BibT_eX]

[DOI]

Proceedings of the Twelfth International Conference on Learning Representations, 2024

Exploiting Data Geometry in Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

Riemannian Optimization via Frank-Wolfe Methods.

[BibT_eX]

[DOI]

Math. Program., May, 2023

Curvature-based Clustering on Graphs.

[BibT_eX]

[DOI]

Yu Tian

Zachary Lubberts

CoRR, 2023

Continuum Limits of Ollivier's Ricci Curvature on data clouds: pointwise consistency and global lower bounds.

[BibT_eX]

[DOI]

Nicolás García Trillos

CoRR, 2023

Augmentations of Forman's Ricci Curvature and their Applications in Community Detection.

[BibT_eX]

[DOI]

Sergio Serrano de Haro Iváñez

Karel Devriendt

Renaud Lambiotte

CoRR, 2023

Mitigating Over-Smoothing and Over-Squashing Using Augmentations of Forman-Ricci Curvature.

[BibT_eX]

[DOI]

Proceedings of the Learning on Graphs Conference, 27-30 November 2023, Virtual Event., 2023

Global optimality for Euclidean CCCP under Riemannian convexity.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2023

2022

LegalRelectra: Mixed-domain Language Modeling for Long-range Legal Text Comprehension.

[BibT_eX]

[DOI]

CoRR, 2022

Computing Brascamp-Lieb Constants through the lens of Thompson Geometry.

[BibT_eX]

[DOI]

CoRR, 2022

On a class of geodesically convex optimization problems solved via Euclidean MM methods.

[BibT_eX]

[DOI]

CoRR, 2022

Mixed-membership community detection via line graph curvature.

[BibT_eX]

[DOI]

Yu Tian

Zachary Lubberts

Proceedings of the NeurIPS Workshop on Symmetry and Geometry in Neural Representations, 2022

2021

On Geometric Optimization, Learning and Control

[BibT_eX]

[DOI]

PhD thesis, 2021

Identifying biases in legal data: An algorithmic fairness perspective.

[BibT_eX]

[DOI]

Jackson Sargent

CoRR, 2021

2020

Robust large-margin learning in hyperbolic space.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Neighborhood Growth Determines Geometric Priors for Relational Representation Learning.

[BibT_eX]

[DOI]

Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

2019

Nonconvex stochastic optimization on manifolds via Riemannian Frank-Wolfe methods.

[BibT_eX]

[DOI]

CoRR, 2019

The Oracle of DLphi.

[BibT_eX]

[DOI]

CoRR, 2019

2018

Heuristic Framework for Multi-Scale Testing of the Multi-Manifold Hypothesis.

[BibT_eX]

[DOI]

F. Patricia Medina

Linda Ness

Karamatou Yacoubou Djima

CoRR, 2018

Coarse geometry of evolving networks.

[BibT_eX]

[DOI]

J. Complex Networks, 2018

Forman's Ricci Curvature - From Networks to Hypernetworks.

[BibT_eX]

[DOI]

Proceedings of the Complex Networks and Their Applications VII, 2018

2017

Frank-Wolfe methods for geodesically convex optimization with application to the matrix geometric mean.

[BibT_eX]

[DOI]

CoRR, 2017

Curvature-based Methods for Brain Network Analysis.

[BibT_eX]

[DOI]

CoRR, 2017

Characterizing complex networks with Forman-Ricci curvature and associated geometric flows.

[BibT_eX]

[DOI]

J. Complex Networks, 2017

EGAD: ultra-fast functional analysis of gene networks.

[BibT_eX]

[DOI]

Bioinform., 2017

2016

Can one see the shape of a network?

[BibT_eX]

[DOI]

CoRR, 2016

Forman-Ricci Flow for Change Detection in Large Dynamic Data Sets.

[BibT_eX]

[DOI]