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Education and qualifications (1)

University of Science and Technology of China: Hefei, Anhui, CN

Education
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Junfeng Fang

Works (8)

On Regularization for Explaining Graph Neural Networks: An Information Theory Perspective

IEEE Transactions on Knowledge and Data Engineering
2024 | Journal article
DOI: 10.1109/TKDE.2024.3422328
Contributors: Junfeng Fang; Guibin Zhang; Kun Wang; Wenjie Du; Yifan Duan; Yuankai Wu; Roger Zimmermann; Xiaowen Chu; Yuxuan Liang
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Crossref

Modeling Spatio-Temporal Dynamical Systems With Neural Discrete Learning and Levels-of-Experts

IEEE Transactions on Knowledge and Data Engineering
2024-08 | Journal article
DOI: 10.1109/TKDE.2024.3363711
Contributors: Kun Wang; Hao Wu; Guibin Zhang; Junfeng Fang; Yuxuan Liang; Yuankai Wu; Roger Zimmermann; Yang Wang
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Crossref

The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs

2024-08-25 | Conference paper
DOI: 10.1145/3637528.3671791
Contributors: Kun Wang; Guibin Zhang; Xinnan Zhang; Junfeng Fang; Xun Wu; Guohao Li; Shirui Pan; Wei Huang; Yuxuan Liang
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Crossref

The Snowflake Hypothesis: Training and Powering GNN with One Node One Receptive Field

2024-08-25 | Conference paper
DOI: 10.1145/3637528.3671766
Contributors: Kun Wang; Guohao Li; Shilong Wang; Guibin Zhang; Kai Wang; Yang You; Junfeng Fang; Xiaojiang Peng; Yuxuan Liang; Yang Wang
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Crossref

EXGC: Bridging Efficiency and Explainability in Graph Condensation

2024-05-13 | Conference paper
DOI: 10.1145/3589334.3645551
Contributors: Junfeng Fang; Xinglin Li; Yongduo Sui; Yuan Gao; Guibin Zhang; Kun Wang; Xiang Wang; Xiangnan He
Source: check_circle
Crossref

Graph Anomaly Detection with Bi-level Optimization

2024-05-13 | Conference paper
DOI: 10.1145/3589334.3645673
Contributors: Yuan Gao; Junfeng Fang; Yongduo Sui; Yangyang Li; Xiang Wang; Huamin Feng; Yongdong Zhang
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Crossref

Invariant Graph Learning for Causal Effect Estimation

2024-05-13 | Conference paper
DOI: 10.1145/3589334.3645549
Contributors: Yongduo Sui; Caizhi Tang; Zhixuan Chu; Junfeng Fang; Yuan Gao; Qing Cui; Longfei Li; Jun Zhou; Xiang Wang
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Crossref

Cooperative Explanations of Graph Neural Networks

2023-02-27 | Conference paper
DOI: 10.1145/3539597.3570378
Contributors: Junfeng Fang; Xiang Wang; An Zhang; Zemin Liu; Xiangnan He; Tat-Seng Chua
Source: check_circle
Crossref
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