Maroulas, Vasileios

1. Position: Topological Deep Learning is the New Frontier for Relational Learning
   2024/02/14 by Theodore Papamarkou, Papamarkou, Theodore, Tolga Birdal +41 · 26 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
2. Quantum Persistent Homology
   2022/02/25 by Bernardo Ameneyro, Vasileios Maroulas, Ameneyro, Bernardo +3 · 7 citations
   Computer Science · #FOS: Physical sciences #Quantum Physics (quant-ph) #Topological and Geometric Data Analysis
3. A Topological Deep Learning Framework for Neural Spike Decoding
   2022/12/01 by Edward Clay Mitchell, Brittany Story, Mitchell, Edward C. +7 · 3 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · #Topological and Geometric Data Analysis #Cell Image Analysis Techniques
4. Simplicial Complex Representation Learning
   2021/03/06 by Mustafa Hajij, Hajij, Mustafa, Ghada Zamzmi +4 · 2 citations
   Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Algebraic Topology (math.AT) #Complex Network Analysis Techniques #Computational Geometry (cs.CG) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topological and Geometric Data Analysis
5. Topological Data Analysis and Topological Deep Learning Beyond Persistent Homology -- A Review
   2025/07/12 by Zhe Su, Xiang Liu, Su, Zhe +11 · 14 citations
   Computer Science · Mathematics · #55-08 #57K18 #57R19 #62R40 #Differential Geometry (math.DG) #Digital Image Processing Techniques #FOS: Mathematics #Geometric Topology (math.GT) #History and Overview (math.HO) #Homotopy and Cohomology in Algebraic Topology #Topological and Geometric Data Analysis
6. Quantum Distance Approximation for Persistence Diagrams
   2024/02/27 by Ameneyro, Bernardo, Herrman, Rebekah, Siopsis, George +1 · 2 citations
   #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Quantum Physics (quant-ph)
7. A Random Persistence Diagram Generator
   2021/04/15 by Theodore Papamarkou, Farzana Nasrin, Papamarkou, Theodore +9 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Computer Science · #55N31 #60G55 #62R40 #Algebraic Topology (math.AT) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Metabolomics and Mass Spectrometry Studies #Topological and Geometric Data Analysis
8. Bayesian Sheaf Neural Networks
   2024/10/12 by Patrick Gillespie, Gillespie, Patrick, Ioannis D. Schizas +4 · 2 citations
   Computer Science · #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Neural Networks and Applications #Social and Information Networks (cs.SI)