Mitigating Oversmoothing Through Reverse Process of GNNs for Heterophilic Graphs. - Moonjeong Park; Jaeseung Heo; Dongwoo Kim 002 (ICML, 2024)

EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost. - Jaeseung Heo; Seungbeom Lee; Sungsoo Ahn; Dongwoo Kim 002 (IJCAI, 2024)

Distinguishing Neighborhood Representations Through Reverse Process of GNNs for Heterophilic Graphs. - Moon Jeong Park; Jaeseung Heo; Dongwoo Kim 002 (CoRR, 2024)

Posterior Label Smoothing for Node Classification. - Jaeseung Heo; Moonjeong Park; Dongwoo Kim 002 (CoRR, 2024)

The Oversmoothing Fallacy: A Misguided Narrative in GNN Research. - MoonJeong Park; Sunghyun Choi 005; Jaeseung Heo; Eunhyeok Park; Dongwoo Kim (CoRR, 2025)

Influence Functions for Edge Edits in Non-Convex Graph Neural Networks. - Jaeseung Heo; Kyeongheung Yun; Seokwon Yoon; Moonjeong Park; Jungseul Ok; Dongwoo Kim 002 (CoRR, 2025)