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ICLR 2024 Preview Preview summary Graph Neural Networks (GNNs) are preferred styles for device Studying on graphs that usually Adhere to the concept-passing paradigm, whereby the characteristic of the node is up-to-date recursively upon aggregating information around its neighbors. When exchanging messages in excess of the input graph endows GNNs with a strong inductive bias, it might also make GNNs vulnerable to emph more than-squashing , thus avoiding them from capturing long-array interactions inside the given graph. To rectify this challenge, em graph rewiring methods happen to be proposed as a method of enhancing information and facts flow by altering the graph connectivity. In this work, we identify three desiderata for graph-rewiring: (i) decrease above-squashing, (ii) respect the locality from the graph, and (iii) protect the sparsity of the graph.
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Final 7 days, AI insiders ended up hotly debating an open up letter signed by Elon Musk and many industry heavyweights arguing that AI poses an “existential hazard” to humanity. They identified as for labs to introduce a six-thirty day period moratorium on creating any engineering more impressive than GPT-four.
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