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Pintu Kumar

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#artificial intelligence Preprint Oct 2026

A Label Noise Robust Algorithm for Graph Data using Neighborhood Label Distribution

Graph Convolutional Networks (GCNs) have demonstrated exceptional performance on graph-structured data. However, their success heavily relies on the availability of clean labels, an assumption that often fails in real-world scenarios. The learnability of GCNs is intrinsically linked to the neighborhood structure of nod...

Pintu Kumar, N. Hemachandra · 0 citations

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