Основні поняття
Graph neural network outputs converge to constant functions on random graphs, providing an upper bound on their expressiveness.
Статистика
Graph neural network outputs converge to constant functions on random graphs.
Probabilistic classifiers converge to constant outputs as graph size increases.
Empirical validation of convergence across different model initializations.
Цитати
"Graph neural network outputs converge to constant functions on random graphs."
"Probabilistic classifiers converge to constant outputs as graph size increases."