| 2026 | AAAI | Feature-Centric Unsupervised Node Representation Learning Without Homophily Assumption. | Sunwoo Kim, Soo Yong Lee, Kyungho Kim, Hyunjin Hwang, Jaemin Yoo, Kijung Shin |
| 2025 | CIKM | A Tutorial on Hypergraph Neural Networks: An In-Depth and Step-By-Step Guide. | Sunwoo Kim, Soo Yong Lee, Yue Gao, Alessia Antelmi, Mirko Polato, Kijung Shin |
| 2025 | EMNLP | 'Hello, World!': Making GNNs Talk with LLMs. | Sunwoo Kim, Soo Yong Lee, Jaemin Yoo, Kijung Shin |
| 2025 | KDD | On Measuring Unnoticeability of Graph Adversarial Attacks: Observations, New Measure, and Applications. | Hyeonsoo Jo, Hyunjin Hwang, Fanchen Bu, Soo Yong Lee, Chanyoung Park, Kijung Shin |
| 2024 | ICDM | Prediction Is NOT Classification: On Formulation and Evaluation of Hyperedge Prediction. | Taehyung Yu, Soo Yong Lee, Hyunjin Hwang, Kijung Shin |
| 2024 | ICLR | HypeBoy: Generative Self-Supervised Representation Learning on Hypergraphs. | Sunwoo Kim, Shinhwan Kang, Fanchen Bu, Soo Yong Lee, Jaemin Yoo, Kijung Shin |
| 2024 | ICML | Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More. | Fanchen Bu, Hyeonsoo Jo, Soo Yong Lee, Sungsoo Ahn, Kijung Shin |
| 2024 | ICML | Feature Distribution on Graph Topology Mediates the Effect of Graph Convolution: Homophily Perspective. | Soo Yong Lee, Sunwoo Kim, Fanchen Bu, Jaemin Yoo, Jiliang Tang, Kijung Shin |
| 2024 | KDD | A Survey on Hypergraph Neural Networks: An In-Depth and Step-By-Step Guide. | Sunwoo Kim, Soo Yong Lee, Yue Gao, Alessia Antelmi, Mirko Polato, Kijung Shin |
| 2024 | WWW | VilLain: Self-Supervised Learning on Homogeneous Hypergraphs without Features via Virtual Label Propagation. | Geon Lee, Soo Yong Lee, Kijung Shin |
| 2023 | CIKM | You're Not Alone in Battle: Combat Threat Analysis Using Attention Networks and a New Open Benchmark. | Soo Yong Lee, Juwon Kim, Kiwoong Park, Dong Kuk Ryu, Sang Heun Shim, Kijung Shin |
| 2023 | ICML | Towards Deep Attention in Graph Neural Networks: Problems and Remedies. | Soo Yong Lee, Fanchen Bu, Jaemin Yoo, Kijung Shin |