Going beyond persistent homology using persistent homology

10 November 2023

Papers citing "Going beyond persistent homology using persistent homology"

10 / 10 papers shown

Title
Enhancing Graph Representation Learning with Localized Topological Features Zuoyu Yan Qi Zhao Ze Ye Tengfei Ma Liangcai Gao Zhi Tang Yusu Wang Chao Chen 47 0 0 17 Jan 2025
MANTRA: The Manifold Triangulations Assemblage Rubén Ballester Ernst Röell Daniel Bin Schmid Mathieu Alain Sergio Escalera Carles Casacuberta Bastian Rieck 44 2 0 03 Oct 2024
TopER: Topological Embeddings in Graph Representation Learning Astrit Tola Funmilola Mary Taiwo Cüneyt Gürcan Akçora Baris Coskunuzer 20 0 0 02 Oct 2024
CliquePH: Higher-Order Information for Graph Neural Networks through Persistent Homology on Clique Graphs Davide Buffelli Farzin Soleymani Bastian Alexander Rieck GNN 15 0 0 12 Sep 2024
What Ails Generative Structure-based Drug Design: Expressivity is Too Little or Too Much? Rafał Karczewski Samuel Kaski Markus Heinonen Vikas K. Garg 33 0 0 12 Aug 2024
Topological Neural Networks go Persistent, Equivariant, and Continuous Yogesh Verma Amauri H Souza Vikas K. Garg AI4CE 33 4 0 05 Jun 2024
PHLP: Sole Persistent Homology for Link Prediction -- Interpretable Feature Extraction Junwon You Eunwoo Heo Jae-Hun Jung 21 1 0 23 Apr 2024
On the Expressivity of Persistent Homology in Graph Learning Bastian Alexander Rieck Bastian Rieck 11 13 0 20 Feb 2023
A Survey on The Expressive Power of Graph Neural Networks Ryoma Sato 167 170 0 09 Mar 2020
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 183 907 0 02 Mar 2020