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Accepted · 2026

Graph Neural Networks with Diversity-Aware Neighbor Selection and Dynamic Multi-Scale Fusion for Multivariate Time Series Forecasting

Jingqi Xu, Guibin Chen, Jingxi Lu, Yuzhang Lin

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

The method selects diverse graph neighbors to reduce redundant relational information, then dynamically combines multi-scale temporal features for multivariate time-series forecasting.