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20242026
most citedConsistent time reversal and reliable and accurate inference in the presence of memory

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cs.LG2025

Complex-Weighted Convolutional Networks: Provable Expressiveness via Complex Diffusion

Cristina López Amado, Tassilo Schwarz, Yu Tian +1

Graph Neural Networks (GNNs) have achieved remarkable success across diverse applications, yet they remain limited by oversmoothing and poor performance on heterophilic graphs. To…