no code implementations • 1 Apr 2024 • Sunwoo Kim, Soo Yong Lee, Yue Gao, Alessia Antelmi, Mirko Polato, Kijung Shin
Higher-order interactions (HOIs) are ubiquitous in real-world complex systems and applications, and thus investigation of deep learning for HOIs has become a valuable agenda for the data mining and machine learning communities.
1 code implementation • 31 Mar 2024 • Sunwoo Kim, Shinhwan Kang, Fanchen Bu, Soo Yong Lee, Jaemin Yoo, Kijung Shin
Based on the generative SSL task, we propose a hypergraph SSL method, HypeBoy.
no code implementations • 7 Feb 2024 • Soo Yong Lee, Sunwoo Kim, Fanchen Bu, Jaemin Yoo, Jiliang Tang, Kijung Shin
Second, how does A-X dependence affect GNNs?
1 code implementation • 4 Jun 2023 • Soo Yong Lee, Fanchen Bu, Jaemin Yoo, Kijung Shin
AERO-GNN provably mitigates the proposed problems of deep graph attention, which is further empirically demonstrated with (a) its adaptive and less smooth attention functions and (b) higher performance at deep layers (up to 64).