1 code implementation • 7 Feb 2023 • Jaehyeong Jo, DongKi Kim, Sung Ju Hwang
Generation of graphs is a major challenge for real-world tasks that require understanding the complex nature of their non-Euclidean structures.
1 code implementation • 7 Feb 2022 • DongKi Kim, Jinheon Baek, Sung Ju Hwang
Contrastive learning, while it can learn global graph-level similarities, its objective to maximize the similarity between two differently perturbed graphs may result in representations that cannot discriminate two similar graphs with different properties.
1 code implementation • NeurIPS 2021 • Jaehyeong Jo, Jinheon Baek, Seul Lee, DongKi Kim, Minki Kang, Sung Ju Hwang
This dual hypergraph construction allows us to apply message-passing techniques for node representations to edges.