Michael T. Schaub
- What Are Higher-Order Networks?
2023/08/01 by Christian Bick, Elizabeth Gross, Heather A. Harrington +1 · 61 citations
Physics and Astronomy · Computer Science · Biochemistry, Genetics and Molecular Biology · #Complex Network Analysis Techniques #Topological and Geometric Data Analysis #Gene Regulatory Network Analysis
- 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
- Position: Topological Deep Learning is the New Frontier for Relational Learning
2024/02/14 by Theodore Papamarkou, Papamarkou, Theodore, Tolga Birdal +41 · 17 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
- 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
- Consensus Dynamics and Opinion Formation on Hypergraphs
2021/05/04 by Leonie Neuhäuser, Neuhäuser, Leonie, Renaud Lambiotte +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
- 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
- TopoBench: A Framework for Benchmarking Topological Deep Learning
2024/06/09 by Lev Telyatnikov, Guillermo Bernárdez, Telyatnikov, Lev +44 · 6 citations
Computer Science · #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG)
- Point-Level Topological Representation Learning on Point Clouds
2024/06/04 by Vincent P. Grande, Grande, Vincent P., Michael T. Schaub +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)
- 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
- Robustness of Reinforcement Learning-Based Congestion Management in Low-Voltage Grids
2026/07/17 by Josef Hoppe, Sarra Bouchkati, Farah Nasr +7
#eess.SY #cs.AI #cs.SY