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Published at November 4

On the Utilization of Unique Node Identifiers in Graph Neural Networks

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Released Date: November 4, 2024

Authors: Maya Bechler-Speicher¹, Moshe Eliasof², Carola-Bibiane Schönlieb², Ran Gilad-Bachrach³, Amir Globerson¹

Aff.: ¹Blavatnik School of Computer Science, Tel-Aviv University; ²Department of Applied Mathematics and Theoretical Physics, University of Cambridge; ³Department of Bio-Medical Engineering, Tel-Aviv University

Arxiv: http://arxiv.org/abs/2411.02271v1

Method $\downarrow$ / Task $\rightarrow$	Interp.	Extrap.
Constant	75.35 ± 2.09	53.70 ± 1.67
RNI	74.87 $\pm$ 3.06	57.02 $\pm$ 3.39
SIRI (Ours)	88.45 $\pm$ 2.04	78.20 $\pm$ 2.53