📝 Publications

(* indicates equal contribution; # indicates corresponding authorship.)

IJCAI 2025
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FS-KEN: Few-shot Knowledge Graph Reasoning by Adversarial Negative Enhancing
Lingyuan Meng, Ke Liang, Zeyu Zhu, Xinwang Liu#. (IJCAI 2025 (CCF A))

IEEE TKDE
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FedEAN: Entity-Aware Adversarial Negative Sampling for Federated Knowledge Graph Reasoning
Lingyuan Meng*, Ke Liang*, Hao Yu, Yue Liu,Sihang Zhou, Meng Liu, Xinwang Liu#. (IEEE TKDE (CCF A, JCR Q1, IF=8.9))

IEEE TNNLS
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SARF: Aliasing Relation Assisted Self-Supervised Learning for Few-shot Relation Reasoning
Lingyuan Meng, Ke Liang, Bin Xiao, Sihang Zhou, Yue Liu, Meng Liu, Xihong Yang, Xinwang Liu#. (IEEE TNNLS (CCF B, JCR Q1, IF=10.4))

IEEE TPAMI
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Reasoning over Different Types of Knowledge Graphs: Static, Temporal and Multi-Modal
Ke Liang, Lingyuan Meng, Meng Liu, Yue Liu, Wenxuan Tu, Siwei Wang, Sihang Zhou, Xinwang Liu*, Fuchun Sun. (IEEE TPAMI (CCF A, JCR Q1, IF=24.314))

AAAI 2024
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Message Intercommunication for Inductive Relation Reasoning
Ke Liang*, Lingyuan Meng*, Sihang Zhou, Siwei Wang, Wenxuan Tu, Yue Liu, Meng Liu, Xinwang Liu. (AAAI 2024 (CCF A))

SIGIR 2023
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Learn from Relational Correlations and Periodic Events for Temporal Knowledge Graph Reasoning
Ke Liang, Lingyuan Meng, Meng Liu, Yue Liu, Wenxuan Tu, Siwei Wang, Sihang Zhou, Xinwang Liu#. (ACM SIGIR 2023 (CCF A))

ACM MM 2024
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Simple Yet Effective: Structure Guided Pre-trained Transformer for Multi-modal Knowledge Graph Reasoning
Ke Liang, Lingyuan Meng, Yue Liu, Meng Liu, Wei Wei, Siwei Wang, Suyuan Liu, Wenxuan Tu, Xinwang Liu*. (ACM MM 2024 (CCF A))

IEEE TMM
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Structure guided multi-modal pre-trained transformer for knowledge graph reasoning
Ke Liang, Lingyuan Meng, Sihang Zhou, Yue Liu, Meng Liu, Xinwang Liu*. (IEEE TMM (CCF B, JCR Q1, IF=6.05))

ACM MM 2023
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Tmac: Temporal multi-modal graph learning for acoustic event classification
Meng Liu, Ke Liang, Dayu Hu, Hao Yu, Yue Liu, Lingyuan Meng, Wenxuan Tu, Sihang Zhou, Xinwang Liu. (ACM MM 2023 (CCF A))

IEEE TKDD
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Mixed graph contrastive network for semi-supervised node classification
Xihong Yang, Yiqi Wang, Yue Liu, Yi Wen, Lingyuan Meng, Sihang Zhou, Xinwang Liu*, En Zhu. (IEEE TKDD (CCF B, JCR Q2))

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