High-Pass Matters: Theoretical Insights and Sheaflet-Based Design for Hypergraph Neural Networks

Ming Li 0065, Yujie Fang, Dongrui Shen, Han Feng, Xiaosheng Zhuang, Kelin Xia, Pietro Lio. High-Pass Matters: Theoretical Insights and Sheaflet-Based Design for Hypergraph Neural Networks. In Sven Koenig, Chad Jenkins, Matthew E. Taylor, editors, Fortieth AAAI Conference on Artificial Intelligence, Thirty-Eighth Conference on Innovative Applications of Artificial Intelligence, Sixteenth Symposium on Educational Advances in Artificial Intelligence, AAAI 2026, Singapore, January 20-27, 2026. pages 23039-23046, AAAI Press, 2026. [doi]

Abstract

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