Search Results for author: Yunchong Song

Found 3 papers, 3 papers with code

Graph Parsing Networks

1 code implementation • 22 Feb 2024 • Yunchong Song, Siyuan Huang, Xinbing Wang, Chenghu Zhou, Zhouhan Lin

GPN benefits from the discrete assignments generated by the graph parsing algorithm, allowing good memory efficiency while preserving node information intact.

Graph Classification Graph Reconstruction +2

Paper
Code

GeoGalactica: A Scientific Large Language Model in Geoscience

1 code implementation • 31 Dec 2023 • Zhouhan Lin, Cheng Deng, Le Zhou, Tianhang Zhang, Yi Xu, Yutong Xu, Zhongmou He, Yuanyuan Shi, Beiya Dai, Yunchong Song, Boyi Zeng, Qiyuan Chen, Yuxun Miao, Bo Xue, Shu Wang, Luoyi Fu, Weinan Zhang, Junxian He, Yunqiang Zhu, Xinbing Wang, Chenghu Zhou

To our best knowledge, it is the largest language model for the geoscience domain.

Document Classification General Knowledge +4

Paper
Code

Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing

1 code implementation • 3 Feb 2023 • Yunchong Song, Chenghu Zhou, Xinbing Wang, Zhouhan Lin

This is achieved by aligning the hierarchy of the rooted-tree of a central node with the ordered neurons in its node representation.

Ranked #4 on Node Classification on Cornell

Node Classification

Paper
Code

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