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Article History

Received: 1 December 2024

Accepted: 21 April 2025

First Online: 7 May 2025

Declarations

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: I, Imran Khan, the author of the manuscript titled ”Distance Driven Graph Neural Network for Advanced Node Classification Through Feature Augmentation,” declare that I have no Conflict of interest to disclose related to this research and its publication. Specifically: 1. Financial Interests: I have no financial interests, such as ownership of stocks, options, or other financial instruments, related to any entity that may have a potential interest in the research or its outcomes. 2. Non-Financial Interests: I have no non-financial interests, affiliations, or memberships in any organizations or entities that may have a potential interest in the research or its outcomes. 3. Research Funding: This research received no external funding or financial support from any organization or entity. I certify that the information provided in this Competing interest statement is accurate and complete to the best of my knowledge.