Schaub, Michael T.

1. Topological Deep Learning: Going Beyond Graph Data
   2022/06/01 by Mustafa Hajij, Hajij, Mustafa, Ghada Zamzmi +25 · 11 citations
   Computer Science · #Advanced Graph Neural Networks #Algebraic Topology (math.AT) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Social and Information Networks (cs.SI) #Topological and Geometric Data Analysis
2. Position: Topological Deep Learning is the New Frontier for Relational Learning
   2024/02/14 by Theodore Papamarkou, Papamarkou, Theodore, Tolga Birdal +41 · 16 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topological and Geometric Data Analysis
3. Residual Connections and Normalization Can Provably Prevent Oversmoothing in GNNs
   2024/06/05 by Michael Scholkemper, Scholkemper, Michael, Xinyi Wu +5 · 7 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Opportunistic and Delay-Tolerant Networks
4. Consensus Dynamics and Opinion Formation on Hypergraphs
   2021/05/04 by Leonie Neuhäuser, Renaud Lambiotte, Neuhäuser, Leonie +3 · 3 citations
   Physics and Astronomy · #Complex Network Analysis Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Opinion Dynamics and Social Influence #Physics and Society (physics.soc-ph) #Social and Information Networks (cs.SI) #Systems and Control (eess.SY) #electronic engineering #information engineering
5. Signal processing on simplicial complexes
   2021/06/14 by Schaub, Michael T., Seby, Jean-Baptiste, Frantzen, Florian +3 · 3 citations
   #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
6. Learning the effective order of a hypergraph dynamical system
   2023/06/02 by Leonie Neuhäuser, Neuhäuser, Leonie, Michael Scholkemper +5 · 3 citations
   Computer Science · #Computational Physics and Python Applications #Data Visualization and Analytics #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Physics and Society (physics.soc-ph) #Social and Information Networks (cs.SI) #Time Series Analysis and Forecasting
7. TopoBench: A Framework for Benchmarking Topological Deep Learning
   2024/06/09 by Lev Telyatnikov, Telyatnikov, Lev, Guillermo Bernárdez +44 · 6 citations
   Computer Science · #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG)
8. TopoX: A Suite of Python Packages for Machine Learning on Topological Domains
   2024/02/04 by Hajij, Mustafa, Papillon, Mathilde, Frantzen, Florian +40 · 3 citations
   #Artificial Intelligence (cs.AI) #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mathematical Software (cs.MS)
9. Representing Edge Flows on Graphs via Sparse Cell Complexes
   2023/09/04 by Hoppe, Josef, Schaub, Michael T. · 3 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #Social and Information Networks (cs.SI) #electronic engineering #information engineering
10. On Performance Discrepancies Across Local Homophily Levels in Graph Neural Networks
    2023/06/08 by Donald Loveland, Loveland, Donald, Jiong Zhu +9 · 2 citations
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI) #Stochastic Gradient Optimization Techniques
11. On Graph Neural Network Fairness in the Presence of Heterophilous Neighborhoods
    2022/07/10 by Loveland, Donald, Zhu, Jiong, Heimann, Mark +3 · 1 citation
    #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
12. Point-Level Topological Representation Learning on Point Clouds
    2024/06/04 by Vincent P. Grande, Michael T. Schaub, Grande, Vincent P. +1 · 1 citation
    Computer Science · Earth and Planetary Sciences · Engineering · #3D Shape Modeling and Analysis #3D Surveying and Cultural Heritage #Algebraic Topology (math.AT) #Computational Geometry (cs.CG) #FOS: Computer and information sciences #FOS: Mathematics #Image Processing and 3D Reconstruction #Machine Learning (cs.LG)
13. Don't be Afraid of Cell Complexes! An Introduction from an Applied Perspective
    2025/06/11 by Josef Hoppe, Vincent P. Grande, Hoppe, Josef +3 · 3 citations
    Computer Science · Engineering · #Algebraic Topology (math.AT) #Computational Geometry (cs.CG) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Neural Networks Stability and Synchronization #Signal Processing (eess.SP) #Slime Mold and Myxomycetes Research #Social and Information Networks (cs.SI) #Topological and Geometric Data Analysis #electronic engineering #information engineering