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IEEE Transactions on Knowledge and Data Engineering,
2022, 34(5): 2335-2347.
(SCI一区, CCF A, ESI高被引)
Li Z, Liu H, Zhang Z, et al.
Learning Knowledge Graph Embedding with Heterogeneous Relation Attention Networks[J].
IEEE Transactions on Neural Networks and Learning Systems,
2022, 33(8): 3961-3973.
(SCI一区, CCF B, ESI高被引)
Li Z, Zhang Q, Zhu F, et al.
Knowledge Graph Representation Learning with Simplifying Hierarchical Feature Propagation[J].
Information Processing & Management,
2023, 60(4): 103348.
(SCI&SSCI一区, CCF B, ESI高被引)
Li Z, Qin Z, Luo X, et al.
MyGram: Modality-aware Graph Transformer with Global Distribution for Multi-modal Entity Alignment[C].
Proceedings of the AAAI Conference on Artificial Intelligence,
2026: 19276–19284.
(CCF A)
Jian Y, Luo X, Li Z*, et al.
APKGC: Noise-enhanced Multi-Modal Knowledge Graph Completion with Attention Penalty[C].
Proceedings of the 39th AAAI Conference on Artificial Intelligence,
2025: 15005-15013.
(CCF A, Oral paper)
Xiong C, Hu J, et al, Li Z*.
HiMod: Hierarchical Modeling with Graph Perturbation for Enhanced Inductive Knowledge Graph Reasoning[J].
ACM Transactions on Knowledge Discovery from Data,
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(SCI三区, CCF B)
Jian Y, Zhang M, et al, Li Z*.
Adaptive Modality Interaction Transformer for Multimodal Knowledge Graph Completion[J].
ACM Transactions on Knowledge Discovery from Data,
2025, 19(8): 1-24.
(SCI三区, CCF B)
Zhang Y, Luo X, et al, Li Z*.
Graph Structure Prefix Injection Transformer for Multi-modal Entity Alignment[J].
Information Processing & Management,
2025, 62(3): 104048.
(SCI&SSCI一区, CCF B)
Li Z, Jian Y, et al.
Text-enhanced Knowledge Graph Representation Learning with Local Structure[J].
Information Processing & Management,
2024, 61(5): 103797.
(SCI&SSCI一区, CCF B)
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Aggregation or Separation? Adaptive Embedding Message Passing for Knowledge Graph Completion[J].
Information Sciences,
2025, 691: 121639.
(SCI二区, CCF B)
Li Z, Zhao Y, Zhang Y, et al.
Multi-relational Graph Attention Networks for Knowledge Graph Completion[J].
Knowledge-Based Systems,
2022, 251: 109262.
(SCI一区, CCF C)
Li Z, Huang W, Gong X, et al.
Decoupled Semantic Graph Neural Network for Knowledge Graph Embedding[J].
Neurocomputing,
2025, 611: 128614.
(SCI二区, CCF C)
Li Z, Liu H, Zhang Z, et al.
Recalibration Convolutional Networks for Learning Interaction Knowledge Graph Embedding[J].
Neurocomputing,
2021, 427: 118-130.
(SCI二区, CCF C)
知识问答方向
Li Z, Wang Y, Xiong C, et al.
MacVQA: Adaptive Memory Allocation and Global Noise Filtering for Continual Visual Question Answering[C].
Proceedings of the AAAI Conference on Artificial Intelligence,
2026: 31888–31896.
(CCF A)
Li Z, Qiu F, Wang Y, et al.
Integrating Object Interaction Self-Attention and GAN-Based Debiasing for Visual Question Answering[J].
IEEE Transactions on Multimedia,
2026. DOI: 10.1109/TMM.2026.3651122
(SCI一区, CCF A)
Zhang Y, Lin J, Zhang M, et al, Li Z*.
SCRA-VQA: Summarized Caption-Rerank for Augmented Large Language Models in Visual Question Answering[C].
Proceedings of the 30th International Conference on Database Systems for Advanced Applications (DASFAA),
2026: 37–52.
(CCF B, Oral paper)
推荐系统方向
Li Z, Chen L, Yi J, et al.
KeenKT: Knowledge Mastery-State Disambiguation for Knowledge Tracing[C].
Proceedings of the AAAI Conference on Artificial Intelligence,
2026: 19285–19293.
(CCF A)
Shi K, Zhang Y, Zhang M, et al, Li Z*.
Structurally Refined Graph Transformer for Multimodal Recommendation[J].
IEEE Transactions on Multimedia,
2026.
(SCI一区, CCF A)
Ma H, Zhang Y, Zhou Y, et al, Li Z*.
Let Two Graphs Talk: Self-Supervised Dual-Graph Reconstruction for Multimodal Recommendation[J].
Information Fusion,
2026, 104299.
(SCI一区)
Shi K, Zhang Y, Zhang M, et al, Li Z*.
Heterogeneous Environment-aware Multimodal Recommendation with Modality Alignment[J].
Information Fusion,
2026, 129: 103989.
(SCI一区)
Li Z, Xie C, Wu J, et al.
Noisy or Structural? Knowledge Graph-based Dual-view Diffusion for Recommendation Systems[J].
Knowledge-Based Systems,
2026, 339: 115607.
(SCI一区, CCF C)
Zhou D, Hou X, et al, Li Z*.
Corrective Aggregation and Preference-Aware for Multimodal Recommendation Systems[J].
Expert Systems With Applications,
2026, 317: 131914.
(SCI一区, CCF C)
Zhang Y, Wang S, Zhang H, Li Z*.
MITRec: Modality Intertwined Tensorization Decomposition for Multimodal Recommendation[J].
Expert Systems With Applications,
2026.
(SCI一区, CCF C)
Shi K, Zhang Y, Zhang M, et al, Li Z*.
Noise-enhanced Graph Contrastive Learning for Multimodal Recommendation Systems[J].
Knowledge-Based Systems,
2025, 324: 113766.
(SCI一区, CCF C)
国内科技期刊
Luo X, Zhang Y*, et al, Li Z*.
Noise-augmented Multi-modal Entity Alignment with Confidence-based Dynamic Fusion[J].
SCIENCE CHINA Information Sciences,
2026. DOI: 10.1007/s11432-025-4721-2.
(SCI一区, CCF A, 卓越期刊)
张龑,罗翔宇,秦紫玥,张淼,李志飞*.
融合双模态感知的漏洞知识图谱构建与补全方法[J].
电子学报,
2025, 53(10): 3579–3592.
(中文CCF A, 卓越期刊)