Search Results for author: Ismail Ilkan Ceylan

Found 2 papers, 2 papers with code

Date Published Github Stars

Homomorphism Counts for Graph Neural Networks: All About That Basis

2 code implementations • 13 Feb 2024 • Emily Jin, Michael Bronstein, Ismail Ilkan Ceylan, Matthias Lanzinger

A large body of work has investigated the properties of graph neural networks and identified several limitations, particularly pertaining to their expressive power.

2
Paper
Code

Learning to Reason: Leveraging Neural Networks for Approximate DNF Counting

1 code implementation • 4 Apr 2019 • Ralph Abboud, Ismail Ilkan Ceylan, Thomas Lukasiewicz

Weighted model counting (WMC) has emerged as a prevalent approach for probabilistic inference.

8
Paper
Code
Cannot find the paper you are looking for? You can Submit a new open access paper.
Contact us on: hello@paperswithcode.com . Papers With Code is a free resource with all data licensed under CC-BY-SA.
Terms Data policy Cookies policy