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A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

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2 results for “induced-subgraph-count”
Can Graph Neural Networks Count Substructures?cs.LG

Graph neural networks struggle with counting certain substructures in graphs.

problem Detecting and counting specific substructures in graphs.
method Study of graph neural networks' ability to count attributed graph substructures.
result Graph neural networks like MPNNs, 2-WL, and 2-IGNs have limitations in counting certain substructures.
graph neural networkssubstructure countinggraph isomorphismfunction approximationinduced-subgraph-count
2020-02-10abs ↗pdf ↗