Topological Relational Learning on Graphs

Topological Relational Learning on Graphs

29 October 2021

Baris Coskunuzer

Papers citing "Topological Relational Learning on Graphs"

19 / 19 papers shown

Title
RTD-Lite: Scalable Topological Analysis for Comparing Weighted Graphs in Learning Tasks Eduard Tulchinskii Daria Voronkova I. Trofimov E. Burnaev Serguei Barannikov 147 0 0 14 Mar 2025
A Metric for the Balance of Information in Graph Learning Alex O. Davies Nirav Ajmeri Telmo de Menezes e Silva Filho 46 0 0 31 Jan 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 47 0 0 17 Jan 2025
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning Naheed Anjum Arafat D. Basu Yulia R. Gel Yuzhou Chen AAML 134 0 0 21 Sep 2024
Virtual Node Generation for Node Classification in Sparsely-Labeled Graphs Hang Cui Tarek F. Abdelzaher 30 0 0 12 Sep 2024
Dynamic Neural Dowker Network: Approximating Persistent Homology in Dynamic Directed Graphs Hao Li Hao Jiang Jiajun Fan Dongsheng Ye Liang Du 19 2 0 17 Aug 2024
TopoGCL: Topological Graph Contrastive Learning Yuzhou Chen José Frías Yulia R. Gel 34 8 0 25 Jun 2024
Relational Learning in Pre-Trained Models: A Theory from Hypergraph Recovery Perspective Yang Chen Cong Fang Zhouchen Lin Bing Liu 28 0 0 17 Jun 2024
PHLP: Sole Persistent Homology for Link Prediction -- Interpretable Feature Extraction Junwon You Eunwoo Heo Jae-Hun Jung 26 1 0 23 Apr 2024
Tensor-view Topological Graph Neural Network Tao Wen Elynn Chen Yuzhou Chen 34 9 0 22 Jan 2024
Cycle Invariant Positional Encoding for Graph Representation Learning Zuoyu Yan Teng Ma Liangcai Gao Zhi Tang Chao Chen Yusu Wang 34 5 0 24 Nov 2023
Going beyond persistent homology using persistent homology Johanna Immonen Amauri H. Souza Vikas K. Garg 33 9 0 10 Nov 2023
Efficient Planning of Multi-Robot Collective Transport using Graph Reinforcement Learning with Higher Order Topological Abstraction Steve Paul Wenyuan Li B. Smyth Yuzhou Chen Yulia R. Gel Souma Chowdhury 14 7 0 15 Mar 2023
On the Expressivity of Persistent Homology in Graph Learning Bastian Alexander Rieck Bastian Rieck 19 13 0 20 Feb 2023
Privacy-Preserving Representation Learning for Text-Attributed Networks with Simplicial Complexes Huixin Zhan Victor S. Sheng 34 2 0 09 Feb 2023
Reduction Algorithms for Persistence Diagrams of Networks: CoralTDA and PrunIT Cüneyt Gürcan Akçora Murat Kantarcioglu Yulia R. Gel Baris Coskunuzer 13 2 0 24 Nov 2022
Neural Approximation of Graph Topological Features Zuoyu Yan Tengfei Ma Liangcai Gao Zhi Tang Yusu Wang Chao Chen 17 12 0 28 Jan 2022
SPAGAN: Shortest Path Graph Attention Network Yiding Yang Xinchao Wang Mingli Song Junsong Yuan Dacheng Tao GNN 138 96 0 10 Jan 2021
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 253 3,239 0 24 Nov 2016