PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures

20 April 2019

Papers citing "PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures"

34 / 34 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 57 0 0 17 Jan 2025
Tensor-Fused Multi-View Graph Contrastive Learning Yujia Wu Junyi Mo Elynn Chen Yuzhou Chen 39 1 0 20 Oct 2024
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning Naheed Anjum Arafat D. Basu Yulia R. Gel Yuzhou Chen AAML 217 0 0 21 Sep 2024
D-GRIL: End-to-End Topological Learning with 2-parameter Persistence Soham Mukherjee Shreyas N. Samaga Cheng Xin Steve Oudot Tamal K. Dey 53 6 0 11 Jun 2024
Diffeomorphic interpolation for efficient persistence-based topological optimization Mathieu Carrière Marc Theveneau Théo Lacombe 26 1 0 29 May 2024
Topology-Informed Graph Transformer Yuncheol Choi Sun Woo Park Minho Lee Youngho Woo 36 3 0 03 Feb 2024
Tensor-view Topological Graph Neural Network Tao Wen Elynn Chen Yuzhou Chen 39 9 0 22 Jan 2024
Going beyond persistent homology using persistent homology Johanna Immonen Amauri H. Souza Vikas K. Garg 43 9 0 10 Nov 2023
Addressing caveats of neural persistence with deep graph persistence Leander Girrbach Anders Christensen Ole Winther Zeynep Akata A. Sophia Koepke GNN 30 1 0 20 Jul 2023
Topological Pooling on Graphs Yuzhou Chen Yulia R. Gel 30 11 0 25 Mar 2023
Euler Characteristic Tools For Topological Data Analysis Olympio Hacquard Vadim Lebovici 28 9 0 24 Mar 2023
On the Expressivity of Persistent Homology in Graph Learning Bastian Alexander Rieck Bastian Rieck 24 13 0 20 Feb 2023
Importance attribution in neural networks by means of persistence landscapes of time series Aina Ferrà Carles Casacuberta O. Pujol AI4TS 50 4 0 06 Feb 2023
ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery Andac Demir Baris Coskunuzer I. Segovia-Dominguez Yuzhou Chen Yulia R. Gel B. Kiziltan 18 16 0 07 Nov 2022
The Topological BERT: Transforming Attention into Topology for Natural Language Processing Ilan Perez Raphael Reinauer 30 17 0 30 Jun 2022
Approximating Persistent Homology for Large Datasets Yueqi Cao Anthea Monod 16 9 0 19 Apr 2022
RipsNet: a general architecture for fast and robust estimation of the persistent homology of point clouds Thibault de Surrel Felix Hensel Mathieu Carrière Théo Lacombe Yuichi Ike Hiroaki Kurihara Marc Glisse Frédéric Chazal 3DPC 13 17 0 03 Feb 2022
Topological Classification in a Wasserstein Distance Based Vector Space Tananun Songdechakraiwut Bryan M. Krause M. Banks K. Nourski B. V. Veen 24 5 0 02 Feb 2022
Persformer: A Transformer Architecture for Topological Machine Learning Raphael Reinauer Matteo Caorsi Nicolas Berkouk 32 15 0 30 Dec 2021
Activation Landscapes as a Topological Summary of Neural Network Performance Matthew Wheeler Jose J. Bouza Peter Bubenik 34 19 0 19 Oct 2021
Trigger Hunting with a Topological Prior for Trojan Detection Xiaoling Hu Xiaoyu Lin Michael Cogswell Yi Yao Susmit Jha Chao Chen AAML 24 46 0 15 Oct 2021
Cycle Representation Learning for Inductive Relation Prediction Zuoyu Yan Tengfei Ma Liangcai Gao Zhi Tang Chao Chen 21 20 0 06 Oct 2021
Heat diffusion distance processes: a statistically founded method to analyze graph data sets E. Lasalle 16 0 0 27 Sep 2021
A Gradient Sampling Algorithm for Stratified Maps with Applications to Topological Data Analysis Jacob Leygonie Mathieu Carrière Théo Lacombe S. Oudot 27 9 0 01 Sep 2021
Topological Attention for Time Series Forecasting Sebastian Zeng Florian Graf Christoph Hofer Roland Kwitt AI4TS 13 24 0 19 Jul 2021
Topological Detection of Trojaned Neural Networks Songzhu Zheng Yikai Zhang H. Wagner Mayank Goswami Chao Chen AAML 32 40 0 11 Jun 2021
Scalar Field Comparison with Topological Descriptors: Properties and Applications for Scientific Visualization Lin Yan Talha Bin Masood Raghavendra Sridharamurthy Farhan Rasheed Vijay Natarajan Ingrid Hotz Bei Wang 17 68 0 01 Jun 2021
Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting Yuzhou Chen I. Segovia-Dominguez Yulia R. Gel AI4TS 29 138 0 10 May 2021
Topological Uncertainty: Monitoring trained neural networks through persistence of activation graphs Théo Lacombe Yuichi Ike Mathieu Carrière Frédéric Chazal Marc Glisse Yuhei Umeda 29 20 0 07 May 2021
Link Prediction with Persistent Homology: An Interactive View Zuoyu Yan Tengfei Ma Liangcai Gao Zhi Tang Chao Chen 22 46 0 20 Feb 2021
Topological Graph Neural Networks Max Horn E. Brouwer Michael Moor Yves Moreau Bastian Alexander Rieck Karsten M. Borgwardt AI4CE 25 91 0 15 Feb 2021
Topological Regularization via Persistence-Sensitive Optimization Arnur Nigmetov Aditi S. Krishnapriyan Nicole F. Sanderson Dmitriy Morozov AAML 30 6 0 10 Nov 2020
Deep Graph Mapper: Seeing Graphs through the Neural Lens Cristian Bodnar Cătălina Cangea Pietro Lio 25 42 0 10 Feb 2020
Statistical topological data analysis using persistence landscapes Peter Bubenik 114 846 0 27 Jul 2012