Expectation-Complete Graph Representations with Homomorphisms

9 June 2023

Papers citing "Expectation-Complete Graph Representations with Homomorphisms"

9 / 9 papers shown

Title
Graph Representational Learning: When Does More Expressivity Hurt Generalization? Sohir Maskey Raffaele Paolino Fabian Jogl Gitta Kutyniok Johannes F. Lutzeyer 22 0 0 16 May 2025
Towards Bridging Generalization and Expressivity of Graph Neural Networks Shouheng Li Floris Geerts Dongwoo Kim Qing Wang 48 2 0 14 Oct 2024
Weisfeiler and Leman Go Loopy: A New Hierarchy for Graph Representational Learning Raffaele Paolino Sohir Maskey Pascal Welke Gitta Kutyniok 33 2 0 20 Mar 2024
Generalization of Graph Neural Networks through the Lens of Homomorphism Shouheng Li Dongwoo Kim Qing Wang 42 1 0 10 Mar 2024
Homomorphism Counts for Graph Neural Networks: All About That Basis Emily Jin Michael M. Bronstein .Ismail .Ilkan Ceylan Matthias Lanzinger 26 11 0 13 Feb 2024
Structural Node Embeddings with Homomorphism Counts Hinrikus Wolf Luca Oeljeklaus Pascal Kuhner Martin Grohe 30 3 0 29 Aug 2023
Taming graph kernels with random features K. Choromanski 32 12 0 29 Apr 2023
Fast Graph Kernel with Optical Random Features Hashem Ghanem Nicolas Keriven Nicolas M Tremblay 27 5 0 16 Oct 2020
Graph Homomorphism Convolution Hoang NT Takanori Maehara 101 40 0 03 May 2020