Our advance in statistical physics analysis of simple graph convolutional neural networks https://arxiv.org/pdf/2402.03818 will appear at the Learning on Graphs conference: https://logconference.org/. My student Odilon has now extended this to the multi-layer case, so more is coming soon.
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