On the effectiveness of persistent homology

21 June 2022

Papers citing "On the effectiveness of persistent homology"

10 / 10 papers shown

Title
A Relative Homology Theory of Representation in Neural Networks Kosio Beshkov 99 0 0 17 Feb 2025
Enhancing Graph Representation Learning with Localized Topological Features Zuoyu Yan Qi Zhao Ze Ye Tengfei Ma Liangcai Gao Zhi Tang Yusu Wang Chao Chen 49 0 0 17 Jan 2025
Metric Space Magnitude for Evaluating the Diversity of Latent Representations K. Limbeck R. Andreeva Rik Sarkar Bastian Alexander Rieck 30 3 0 27 Nov 2023
On the Expressivity of Persistent Homology in Graph Learning Bastian Alexander Rieck Bastian Rieck 19 13 0 20 Feb 2023
Can Persistent Homology provide an efficient alternative for Evaluation of Knowledge Graph Completion Methods? Anson Bastos Kuldeep Singh Abhishek Nadgeri Johannes Hoffart Toyotaro Suzumura Manish Singh 25 3 0 30 Jan 2023
GraphWalks: Efficient Shape Agnostic Geodesic Shortest Path Estimation Rolandos Alexandros Potamias Alexandros Neofytou Kyriaki-Margarita Bintsi S. Zafeiriou 35 13 0 30 May 2022
Learning Rotation-Invariant Representations of Point Clouds Using Aligned Edge Convolutional Neural Networks Junming Zhang Ming-Yuan Yu Ram Vasudevan Matthew Johnson-Roberson 3DPC 34 24 0 02 Jan 2021
A Topological "Reading" Lesson: Classification of MNIST using TDA A. Garin Guillaume Tauzin 47 63 0 18 Oct 2019
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,109 0 02 Dec 2016
Statistical topological data analysis using persistence landscapes Peter Bubenik 112 846 0 27 Jul 2012