Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing. - Yunchong Song; Chenghu Zhou; Xinbing Wang; Zhouhan Lin (ICLR, 2023)

Tailoring Self-Attention for Graph via Rooted Subtrees. - Siyuan Huang 003; Yunchong Song; Jiayue Zhou; Zhouhan Lin (NeurIPS, 2023)

Breaking the Bottleneck on Graphs with Structured State Spaces. - Yunchong Song; Siyuan Huang 003; Jiacheng Cai; Xinbing Wang; Chenghu Zhou; Zhouhan Lin (CIKM, 2024)

Graph Parsing Networks. - Yunchong Song; Siyuan Huang 003; Xinbing Wang; Chenghu Zhou; Zhouhan Lin (ICLR, 2024)

Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention. - Siyuan Huang 003; Yunchong Song; Jiayue Zhou; Zhouhan Lin (NeurIPS, 2024)

GeoGalactica: A Scientific Large Language Model in Geoscience. - Zhouhan Lin; Cheng Deng; Le Zhou; Tianhang Zhang; Yi Xu 004; Yutong Xu; Zhongmou He; Yuanyuan Shi; Beiya Dai; Yunchong Song; Boyi Zeng; Qiyuan Chen 002; et al. (CoRR, 2024)

Unlock the Power of Frozen LLMs in Knowledge Graph Completion. - Bo Xue; Yi Xu 004; Yunchong Song; Yiming Pang; Yuyang Ren; Jiaxin Ding 001; Luoyi Fu; Xinbing Wang (CoRR, 2024)