GRIL: A $2$-parameter Persistence Based Vectorization for Machine
Learning

GRIL: A $2$ -parameter Persistence Based Vectorization for Machine Learning

11 April 2023

Soham Mukherjee

Shreyas N. Samaga

Papers citing "GRIL: A $2$-parameter Persistence Based Vectorization for Machine Learning"

12 / 12 papers shown

Title
D-GRIL: End-to-End Topological Learning with 2-parameter Persistence Soham Mukherjee Shreyas N. Samaga Cheng Xin Steve Oudot Tamal K. Dey 113 6 0 11 Jun 2024
ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery Andac Demir Baris Coskunuzer I. Segovia-Dominguez Yuzhou Chen Yulia R. Gel B. Kiziltan 44 16 0 07 Nov 2022
Topological Graph Neural Networks Max Horn E. Brouwer Michael Moor Yves Moreau Bastian Rieck Karsten Borgwardt AI4CE 32 92 0 15 Feb 2021
TUDataset: A collection of benchmark datasets for learning with graphs Christopher Morris Nils M. Kriege Franka Bause Kristian Kersting Petra Mutzel Marion Neumann 160 808 0 16 Jul 2020
Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Giorgos Bouritsas Fabrizio Frasca Stefanos Zafeiriou M. Bronstein 99 430 0 16 Jun 2020
A Topology Layer for Machine Learning Rickard Brüel-Gabrielsson Bradley J. Nelson Anjan Dwaraknath Primoz Skraba Leonidas Guibas Gunnar Carlsson AI4CE 57 132 0 29 May 2019
Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks Christopher Morris Martin Ritzert Matthias Fey William L. Hamilton J. E. Lenssen Gaurav Rattan Martin Grohe GNN 136 1,625 0 04 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 173 7,554 0 01 Oct 2018
A Kernel for Multi-Parameter Persistent Homology René Corbet Ulderico Fugacci Michael Kerber C. Landi Bei Wang 23 49 0 26 Sep 2018
Deep Learning with Topological Signatures Christoph Hofer Roland Kwitt Marc Niethammer A. Uhl 3DPC 56 242 0 13 Jul 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 444 28,901 0 09 Sep 2016
Classification of Hepatic Lesions using the Matching Metric Aaron B. Adcock D. Rubin Gunnar Carlsson 127 104 0 02 Oct 2012