Publications

From core algorithms and theoretical insights to applied systems tackling perception, language, and decision making.

Influence Functions for Edge Edits in Non-Convex Graph Neural Networks

Advances in Neural Information Processing Systems (NeurIPS)

Jaeseung Heo, Kyeongheung Yun, Seokwon Yoon, MoonJeong Park, Jungseul Ok, Dongwoo Kim
Towards Bridging Generalization and Expressivity of Graph Neural Networks

International Conference on Learning Representations (ICLR)

Shouheng Li, Floris Geerts, Dongwoo Kim, Qing Wang
Mitigating Over-smoothing through Reverse Process GNN for Heterophilic Graphs

International Conference on Machine Learning (ICML)

MoonJeong Park, Jaeseung Heo, Dongwoo Kim
EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost

International Joint Conference on Artificial Intelligence (IJCAI)

Jaeseung Heo*, Seungbeom Lee*, Sungsoo Ahn, Dongwoo Kim
Position-Sensing Graph Neural Networks: Proactively Learning Nodes Relative Positions

IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

Yiqun Zhang, Zhenyue Qin, Saeed Anwar, Dongwoo Kim, Yang Liu, Pan Ji, Tom Gedeon
EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost

International Conference on Machine Learning, Workshop on Data-centric Machine Learning Research

Jaeseung Heo, Seungbeom Lee, Sungsoo Ahn, Dongwoo Kim
Local Vertex Colouring Graph Neural Network

International Conference on Machine Learning (ICML)

Shouheng Li, Dongwoo Kim, Qing Wang
Restructuring Graph for Higher Homophily via Learnable Spectral Clustering

AAAI Conference on Artificial Intelligence (AAAI)

Shouheng Li, Dongwoo Kim, Qing Wang
Fusing Higher-Order Features in Graph Neural Networks for Skeleton-Based Action Recognition

IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

Zhenyue Qin, Yang Liu, Pan Ji, Dongwoo Kim, Lei Wang, R. I. McKay, Saeed Anwar, Tom Gedeon