Measuring and Relieving the Over-Smoothing Problem for Graph Neural Networks from the Topological View

Deli Chen, Yankai Lin, Wei Li, Peng Li 0030, Jie Zhou 0016, Xu Sun 0001. Measuring and Relieving the Over-Smoothing Problem for Graph Neural Networks from the Topological View. In The Thirty-Fourth AAAI Conference on Artificial Intelligence, AAAI 2020, The Thirty-Second Innovative Applications of Artificial Intelligence Conference, IAAI 2020, The Tenth AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2020, New York, NY, USA, February 7-12, 2020. pages 3438-3445, AAAI Press, 2020. [doi]

Abstract

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