中南大学 Yang Liu

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Journal Publications

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[1] Liu Yang, Chuyao Liu, Tingxuan Chen, Zidong Wang, etc. GIER: Addressing Class Imbalance in GNNs through Experience Replay [C]. The 40th Annual AAAI Conference on Artificial Intelligence (AAAI 2026), SINGAPORE, Jan 20-27, 2026. （CCF A, 人工智能顶会，Oral Presentation, 4.5%录用率）
[2] Tingxuan Chen, Liu Yang*, Zidong Wang and Jun Long*. A Rule and Query Guided Reinforcement Learning for Extrapolation Reasoning in Temporal Knowledge Graphs [J]. Neural Networks, 2025,185,107186: 1-13.
[3] Liu Yang, Zixuan Luo, Tingxuan Chen, Zidong Wang, Limin Liu*. TCPN: Temporal Pyramidal Recurrent Network with Contrastive Learning for Temporal Knowledge Graph Reasoning [C]. The 34th ACM International Conference on Information and Knowledge Management (CIKM 2025), SEOUL KOREA, COEX, 10-14 November, 2025. (CCF B类, 数据挖掘权威国际会议)
[4] Liu Yang, Mengni Chen, Tingxuan Chen, Jinqi Hu, Zidong Wang*. GraphDEH: Graph Diffusion Enhanced Hypergrpah Method for Class-Imbalanced Node Classification [C]. 2025 International Conference on Multimedia and Expo (ICME), Nantes, France, June 30-July 4, 2025. (CCF B 类会议)
[5] Zidong Wang, Liu Yang*, Tingxuan Chen, Jun Long*. Clustering Matrix Regularization Guided Hierarchical Graph Pooling [J]. Knowledge-based Systems, 2025. (中科院1区TOP期刊)
[6] Hao Zheng, Zhigang Hu, Boyu Wang, Liu Yang*, Meiguang Zheng, Aikun Xu. ConFREE: Conflict-free Client Update Aggregation for Personalized Learning [C]. The 39th Annual AAAI Conference on Artificial Intelligence (AAAI 2025), February 25-March 4, 2025, Philadelphia, Pennsylvania, USA. (CCF A会议)
[7] Xiongnan Jin, Zhilin Wang, Jinpeng Chen, Liu Yang, Byungkook Oh, seung-won hwang, Jianqiang Li. HLMEA: Unsupervised Entity Alignment based on Hybrid Language Models[C]. The 39th Annual AAAI Conference on Artificial Intelligence (AAAI 2025), February 25-March 4, 2025, Philadelphia, Pennsylvania, USA. (CCF A会议)
[8] Hongxiao Fei, Jinqi Hu, Liu Yang*, Tingxuan Chen, Huayou Su, Zanqun Liu. Heterogeneous Feature-Aware Graph Neural Network for Tabular Data [C]. The 30th International Conference on Database Systems for Advanced Applications (DASFAA2025), Singapore, May 26-29, 2025. (CCF B类)
[9] Liu Yang, Qiankun Zheng, Zidong Wang*. CGEDN: Approximation of Graph Edit Distance with Path Generation via Learning Node Matching [C]. The 50th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2025), Hyderabad, India, 6-11 April, 2025. (CCF B类)
[10] Chen Tingxuan, Liu Yang*, Wang Zidong, Luo Shuai, Long Jun*. Enhancing Extrapolation Reasoning on Temporal Knowledge Graphs with Logic Rules and Queries [C]. The 50th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2025), Hyderabad, India, 6-11 April, 2025. (CCF B类)
[11] Chen Tingxuan, Liu Yang*, Wang Zidong, Guohui Li, Long Jun*. Enhancing Session-Based Recommendation with Hypergraph Motifs and Contrastive Learning [C]. The 50th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2025), Hyderabad, India, 6-11 April, 2025. (CCF B类)
[12] Jun Long, Shijia Ji, Zidong Wang, Tingxuan Chen, Liu Yang*. A Hypergraph Neural Network With Motif Interaction Enhancement [C]. The 29th Pacific-Asia Conference on Knowledge Discovery and Data Mining(PAKDD2025), Sydney, Australia, June 10-13, 2025. (CCF C类会议)
[13] Chen Tingxuan, Long Jun*, Wang Zidong, Luo Shuai, Huang Jincai, Yang Liu*. THCN: A Hawkes Process Based Temporal Causal Convolutional Network for Extrapolation Reasoning in Temporal Knowledge Graphs [J]. IEEE Transactions on Knowledge & Data Engineering, 2024, 36(12): 9374-9387. doi: 10.1109/TKDE.2024.3474051. (CCF A类期刊)
[14] Tingxuan Chen, Jun Long*, Liu Yang*, Zidong Wang, Yongheng Wang, and Xiongnan Jin. HTCCN: Temporal Causal Convolutional Networks with Hawkes Process for Extrapolation Reasoning in Temporal Knowledge Graphs [C]. 2024 The Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2024), Mexico City, Mexico, June 16–21, 2024. (CCF B) （已录用自然语言处理顶会）
[15] Bo Xu, Hao Zheng, Zhigang Hu, Liu Yang*, Meiguang Zheng, Xianting Feng, Wei Lin. Double Reverse Regularization Network Based On Self-Knowledge Distillation For Sar Object Classification [C]. The 49th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2024), Seoul, Korea, 14-19 June, 2024. (CCF B类，Poster)

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