What do Graph Neural Networks learn? Insights from Tropical Geometry

Authors: Tuan Anh Pham, Vikas Garg

NeurIPS 2024 | Conference PDF | Archive PDF | Plain Text | LLM Run Details

Reproducibility Variable Result LLM Response
Research Type Theoretical Our work is purely theoretical and does not involve any experimental result.
Researcher Affiliation Collaboration Tuan Anh Pham School of Mathematics University of Edinburgh Edinburgh, United Kingdom tuan.pham@ed.ac.uk Vikas Garg Yai Yai Ltd and Aalto University vgarg@csail.mit.edu
Pseudocode Yes Algorithm 1 Building Φ(t) 2
Open Source Code No Our work is purely theoretical and does not any data and code.
Open Datasets No Our work is purely theoretical and does not involve any experimental result.
Dataset Splits No Our work is purely theoretical and does not involve any experimental result.
Hardware Specification No Our work is purely theoretical and does not involve any experimental result.
Software Dependencies No Our work is purely theoretical and does not involve any experimental result.
Experiment Setup No Our work is purely theoretical and does not involve any experimental result.