Zobrazeno 1 - 10
of 531
pro vyhledávání: '"Lee, Soo Yong"'
Autor:
Kim, Sunwoo, Lee, Soo Yong, Bu, Fanchen, Kang, Shinhwan, Kim, Kyungho, Yoo, Jaemin, Shin, Kijung
Graph autoencoders (Graph-AEs) learn representations of given graphs by aiming to accurately reconstruct them. A notable application of Graph-AEs is graph-level anomaly detection (GLAD), whose objective is to identify graphs with anomalous topologica
Externí odkaz:
http://arxiv.org/abs/2410.20366
Combinatorial optimization (CO) is naturally discrete, making machine learning based on differentiable optimization inapplicable. Karalias & Loukas (2020) adapted the probabilistic method to incorporate CO into differentiable optimization. Their work
Externí odkaz:
http://arxiv.org/abs/2405.08424
Higher-order interactions (HOIs) are ubiquitous in real-world complex systems and applications. Investigation of deep learning for HOIs, thus, has become a valuable agenda for the data mining and machine learning communities. As networks of HOIs are
Externí odkaz:
http://arxiv.org/abs/2404.01039
Hypergraphs are marked by complex topology, expressing higher-order interactions among multiple nodes with hyperedges, and better capturing the topology is essential for effective representation learning. Recent advances in generative self-supervised
Externí odkaz:
http://arxiv.org/abs/2404.00638
How would randomly shuffling feature vectors among nodes from the same class affect graph neural networks (GNNs)? The feature shuffle, intuitively, perturbs the dependence between graph topology and features (A-X dependence) for GNNs to learn from. S
Externí odkaz:
http://arxiv.org/abs/2402.04621
Graph neural networks (GNNs) learn the representation of graph-structured data, and their expressiveness can be further enhanced by inferring node relations for propagation. Attention-based GNNs infer neighbor importance to manipulate the weight of i
Externí odkaz:
http://arxiv.org/abs/2306.02376
Autor:
Mallesh, Shanigaram, Hwang, Junhyeok, Choi, Huncheol, Hong, Dong-Jun, Seok, Changmin, Kwak, Byeongsu, Lee, Soo-Yong, Nam, Youngwoo
Publikováno v:
In Composite Structures 1 October 2024 345
Autor:
Kim, Dokyun, Lee, Soo Yong, Lee, Jangho, Cho, Ha-Eun, Kim, Min-Seob, Won, Eun-Ji, Shin, Kyung-Hoon
Publikováno v:
In Marine Pollution Bulletin December 2024 209 Part A
Publikováno v:
In Materials Chemistry and Physics 1 December 2024 328
Autor:
Kim, Dokyun, Lee, Jangho, Won, Eun-Ji, Lee, Soo Yong, Cho, Ha-Eun, Choi, Hyuntae, Shin, Kyung-Hoon
Publikováno v:
In Science of the Total Environment 25 February 2024 913