Publications

  • Under review TimeRoute: Time-Aware Modality Routing and Diffusion for Multi-Modal Recommendation. Pengyu Zhang, Yangqin Jiang, Klim Zaporojets, Congfeng Cao, Paul Groth.
    arXiv

  • Under review Time Imprint: Learning Time-Aware Representations in Multi-Modal Knowledge Graphs. Pengyu Zhang, Klim Zaporojets, Congfeng Cao, Jia-Hong Huang, Paul Groth.
    arXiv

  • ISWC 2026 Select, Don’t Train: The Benefits of Modular Entity Disambiguation with LLM-Based Selection. Fina Polat, Daniel Daza, Pengyu Zhang, Klim Zaporojets, Paul Groth. International Semantic Web Conference.
    arXiv Code

  • ACL 2026 SRW Fusion Training for Mathematical Generalization in Large Language Models. Congfeng Cao, Pengyu Zhang, Jelke Bloem. Annual Meeting of the Association for Computational Linguistics (Student Research Workshop).
    Paper DOI Code

  • ESWC 2026 Are a Thousand Words Better Than a Single Picture? Beyond Images - A Framework for Multi-Modal Knowledge Graph Dataset Enrichment. Pengyu Zhang, Klim Zaporojets, Jie Liu, Jia-Hong Huang, Paul Groth. European Semantic Web Conference.
    Paper DOI Code Demo YouTube Bilibili

  • LREC 2026 Graph-TempCZ: A Graph Representation of Software Mentions for Predicting Software Usage in Scientific Publications. Congfeng Cao, Pengyu Zhang, Jelke Bloem. International Conference on Language Resources and Evaluation.
    Paper DOI Code

  • ESWA 2026 A survey of large language models for data challenges in graphs. Mengran Li, Pengyu Zhang, Wenbin Xing, Yijia Zheng, Klim Zaporojets, Junzhou Chen, Ronghui Zhang, Yong Zhang, Siyuan Gong, Jia Hu, Xiaolei Ma, Zhiyuan Liu, Paul Groth, Marcel Worring. Expert Systems with Applications.
    Paper DOI Code

  • EKAW 2024 Understanding the Impact of Entity Linking on the Topology of Entity Co-occurrence Networks for Social Media Analysis. James Nevin, Pengyu Zhang, Dimitar Dimitrov, Michael Lees, Paul Groth, Stefan Dietze. International Conference on Knowledge Engineering and Knowledge Management.
    Paper DOI Code

  • CIKM 2024 CYCLE: Cross-Year Contrastive Learning in Entity-Linking. Pengyu Zhang, Congfeng Cao, Klim Zaporojets, Paul Groth. ACM International Conference on Information and Knowledge Management.
    Paper DOI Code

  • ECAI 2024 TIGER: Temporally Improved Graph Entity Linker. Pengyu Zhang, Congfeng Cao, Paul Groth. European Conference on Artificial Intelligence.
    Paper DOI Code

  • Physica A 2024 Relationship Updating Network with Contrastive Learning. Pengyu Zhang, Yong Zhang, Xinglin Piao, Yongliang Sun, Baocai Yin. Physica A: Statistical Mechanics and its Applications.
    Paper DOI Code

  • EAAI 2023 MVMA-GCN: Multi-view Multi-layer Attention Graph Convolutional Networks. Pengyu Zhang, Yong Zhang, Jingcheng Wang, Baocai Yin. Engineering Applications of Artificial Intelligence.
    Paper DOI Code

  • JCAD 2022 Visual Analysis for Name Disambiguation of Academic Papers (in Chinese). Pengyu Zhang, Yong Zhang, Yanjie Cui, Baocai Yin. Journal of Computer-Aided Design and Computer Graphics.
    Paper DOI Code Demo YouTube Bilibili

  • Information 2021 Dual-Channel Heterogeneous Graph Network for Author Name Disambiguation. Xin Zheng, Pengyu Zhang, Yanjie Cui, Rong Du, Yong Zhang. Information.
    Paper DOI Code