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arxiv

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publications

A Logic for Reasoning About Aggregate-Combine Graph Neural Networks

Published in arXiv, 2024

TL;DR: We introduce a modal logic incorporating counting modalities into linear inequalities and demonstrate that each formula can be converted into an equivalent graph neural network (GNN). We also show that a broad class of GNNs can be efficiently transformed into formulas and that the satisfiability problem is PSPACE-complete, enabling polynomial space solutions for various applications like GNN querying and equivalence checking.

Recommended citation: https://arxiv.org/abs/2405.00205

talks

teaching

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.