vix.ing · top · new · best · stats · spec

Bastian Rieck

  1. Topological Autoencoders
    2019/06/03 by Michael Moor, Moor, Michael, Max Horn +5 · 1 voice · 13 citations
    Computer Science · Mathematics · #Algebraic Topology (math.AT) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.LG #math.AT #stat.ML
  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. Weisfeiler and Leman go Machine Learning: The Story so far
    2021/12/18 by Christopher G. Morris, Morris, Christopher, Yaron Lipman +13 · 9 citations
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #Complex Network Analysis Techniques #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
  4. Curvature Filtrations for Graph Generative Model Evaluation
    2023/01/30 by Joshua Southern, Jeremy Wayland, Southern, Joshua +5 · 2 voices · 2 citations
    #cs.LG #math.AT #stat.ML
  5. Metric Space Magnitude for Evaluating the Diversity of Latent Representations
    2023/11/27 by Katharina Limbeck, Limbeck, Katharina, Rayna Andreeva +5 · 7 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Generative Adversarial Networks and Image Synthesis
  6. Evaluation Metrics for Graph Generative Models: Problems, Pitfalls, and Practical Solutions
    2021/06/02 by Leslie O’Bray, O'Bray, Leslie, Max Horn +5 · 4 citations
    Computer Science · Physics and Astronomy · Social Sciences · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Computational and Text Analysis Methods #Data Visualization and Analytics #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Social and Information Networks (cs.SI)
  7. Differentiable Euler Characteristic Transforms for Shape Classification
    2023/10/11 by Ernst Roell, Bastian Rieck, Roell, Ernst +1 · 6 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Image Segmentation Techniques
  8. Uncovering the Topology of Time-Varying fMRI Data using Cubical Persistence
    2020/06/14 by Bastian Rieck, Rieck, Bastian, Tristan S. Yates +11 · 3 citations
    Computer Science · Medicine · Biochemistry, Genetics and Molecular Biology · #Topological and Geometric Data Analysis #Advanced Neuroimaging Techniques and Applications #Cell Image Analysis Techniques
  9. A Diffusion Model Predicts 3D Shapes from 2D Microscopy Images
    2022/08/30 by Dominik Waibel, Ernst Röell, Waibel, Dominik J. E. +7 · 3 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #Digital Imaging for Blood Diseases #Generative Adversarial Networks and Image Synthesis
  10. Metric Space Magnitude and Generalisation in Neural Networks
    2023/05/09 by Rayna Andreeva, Katharina Limbeck, Andreeva, Rayna +5 · 3 citations
    Computer Science · #Image Retrieval and Classification Techniques #Neural Networks and Applications #Human Pose and Action Recognition
  11. Euler Characteristic Transform Based Topological Loss for Reconstructing 3D Images from Single 2D Slices
    2023/03/08 by Kalyan Varma Nadimpalli, Nadimpalli, Kalyan Varma, Amit Chattopadhyay +3 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #AI in cancer detection #Cell Image Analysis Techniques #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Quantitative Methods (q-bio.QM) #Topological and Geometric Data Analysis
  12. All the world’s a (hyper)graph: A data drama
    2022/06/16 by Corinna Coupette, Jilles Vreeken, Bastian Rieck · 3 voices
    Biochemistry, Genetics and Molecular Biology · Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Bioinformatics and Genomic Networks #Complex Network Analysis Techniques #cs.CL #cs.CY #cs.LG #cs.SI
  13. No Metric to Rule Them All: Toward Principled Evaluations of Graph-Learning Datasets
    2025/02/04 by Corinna Coupette, Coupette, Corinna, Jeremy Wayland +4 · 4 citations
    Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Social and Information Networks (cs.SI)
  14. Exploring the Geometry and Topology of Neural Network Loss Landscapes
    2021/01/31 by Stefan Horoi, Jessie Huang, Horoi, Stefan +9 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Topological and Geometric Data Analysis
  15. Topology meets Machine Learning: An Introduction using the Euler Characteristic Transform
    2024/10/23 by Bastian Rieck, Rieck, Bastian · 3 citations
    Computer Science · #55N31 #62R40 #68T09 #Algebraic Topology (math.AT) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural Networks and Applications #Topological and Geometric Data Analysis
  16. Ollivier-Ricci Curvature for Hypergraphs: A Unified Framework
    2022/10/21 by Corinna Coupette, Sebastian Dalleiger, Coupette, Corinna +3 · 1 citation
    Computer Science · Engineering · #3D Shape Modeling and Analysis #68R10 #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Social and Information Networks (cs.SI)
  17. CliquePH: Higher-Order Information for Graph Neural Networks through Persistent Homology on Clique Graphs
    2024/09/12 by Davide Buffelli, Buffelli, Davide, Farzin Soleymani +3 · 1 voice · 1 citation
    #cs.LG #cs.AI
  18. Diss-l-ECT: Dissecting Graph Data with Local Euler Characteristic Transforms
    2024/10/03 by Julius von Rohrscheidt, Bastian Rieck, von Rohrscheidt, Julius +1 · 2 citations
    Computer Science · #Advanced Graph Neural Networks #Algebraic Topology (math.AT) #Cloud Computing and Resource Management #FOS: Computer and information sciences #FOS: Mathematics #Graph Theory and Algorithms #Machine Learning (cs.LG)
  19. Simplicial Representation Learning with Neural k-Forms
    2023/12/13 by Kelly Maggs, Maggs, Kelly, Celia Hacker +3 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Algebraic Topology (math.AT) #Cell Image Analysis Techniques #Data Visualization and Analytics #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Topological and Geometric Data Analysis
  20. Mapping the Multiverse of Latent Representations
    2024/02/02 by Jeremy Wayland, Corinna Coupette, Wayland, Jeremy +3 · 1 citation
    Computer Science · #Algebraic Topology (math.AT) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques #Semantic Web and Ontologies #Topic Modeling
  21. Low-dimensional embeddings of high-dimensional data
    2025/08/21 by Cyril de Bodt, Alex Diaz-Papkovich, de Bodt, Cyril +39 · 1 voice · 3 citations
    #cs.LG
  22. A Centrality Measure Using Magnitude Homology
    2026/07/17 by Nadja Häusermann, Bastian Rieck
    #math.AT #cs.SI