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Spectral Flow Certificates for Depth-Aware Long-Range Propagation in Graph Neura

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1 SIGNALFIRST DETECTED 27 July 2026
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16 Sept
Geometric Flow enhanced Graph Coarsening

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GNN-as-Judge: Unleashing the Power of LLMs for Graph Learning with GNN Feedback

arXiv:2604.08553v1 Announce Type: cross Abstract: Large Language Models (LLMs) have shown strong performance on text-attributed graphs (TAGs) due to their superior semantic

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Continuous-Time Quantum Walks based Graph Neural Network

arXiv:2608.20738v1 Announce Type: new Abstract: Graph Neural Networks (GNNs) are widely used on graph-structured data, but most suffer from two key weaknesses. First, message

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