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R. Manivannan

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#graph neural networks Open access Sep 2026

Positional Encoding Enhanced Graph Quantile Learning for Uncertainty-Aware Spatial Prediction

This work introduces the Graph Quantile Neural Network (GQNN) with Positional Encoding (PE), whichintegrates graph-based spatial representation learning, the sinusoidal positional encoding, and ordered multi-quantile regression.

S. Badugu, R. Manivannan, D. Radhika · 0 citations

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