Dr Siwei Liu

Dr Siwei Liu
Dr Siwei Liu
Dr Siwei Liu

Lecturer

Accepting PhDs

About

Biography

I am an Assistant Professor at the School of Natural and Computing Science, University of Aberdeen, UK. Before this position, I was a Postdoctoral researcher at MBZUAI. Currently, I work on the following topics with my collaborators all over the world:

  1. LLM Multi-agent Collaboration
  2. GNN for biomedical network interaction (e.g., DNA, RNA, Protein, Diseases, Bacteria)
  3. Multi-modal Single-cell Analysis
  4. Biomedical Image Analysis

I used to be a PhD student of Terrier team, supervised by Prof. Iadh Ounis and Prof. Craig Macdonald.

I am one of the co-founders and main contributors of the Beta-Recsys project, an open-source project for Building, Evaluating and Tuning Automated Recommender Systems.

Research

Research Areas

Accepting PhDs

I am currently accepting PhDs in Artificial Intelligence.


Please get in touch if you would like to discuss your research ideas further.

Artificial Intelligence

Accepting PhDs

Research Specialisms

  • Artificial Intelligence
  • Bioinformatics

Our research specialisms are based on the Higher Education Classification of Subjects (HECoS) which is HESA open data, published under the Creative Commons Attribution 4.0 International licence.

Current Research

 

  1. LLM Multi-agent Collaboration
  2. GNN for biomedical network interaction (e.g., DNA, RNA, Protein, Diseases, Bacteria)
  3. Multi-modal Single-cell Analysis
  4. Biomedical Image Analysis
Teaching

Teaching Responsibilities

1. Data Mining and Visualisation

2. Natural Language Processing

Publications

Page 1 of 2 Results 1 to 10 of 14

  • RRGMambaFormer: A hybrid Transformer-Mamba architecture for radiology report generation

    Li, H., Liu, S., Wang, H., Jiang, X., Jiu, M., Chen, L., Lu, Y., Li, S., Xu, M.
    Expert Systems with Applications, vol. 279, 127419
    Contributions to Journals: Articles
  • PASCL: supervised contrastive learning with perturbative augmentation for particle decay reconstruction

    Lu, J., Liu, S., Kobylianskii, D., Dreyer, E., Gross, E., Liang, S.
    Machine Learning: Science and Technology, vol. 5, no. 4, 045028
    Contributions to Journals: Articles
  • Enhancing Graph Neural Networks via Memorized Global Information

    Zeng, R., Fang, J., Liu, S., Meng, Z., Liang, S.
    ACM Transactions on the Web, vol. 18, no. 4, pp. 1-34
    Contributions to Journals: Articles
  • Heterogeneous biomedical entity representation learning for gene–disease association prediction

    Meng, Z., Liu, S., Liang, S., Jani, B., Meng, Z.
    Briefings in Bioinformatics, vol. 25, no. 5, bbae380
    Contributions to Journals: Articles
  • Messages are Never Propagated Alone: Collaborative Hypergraph Neural Network for Time-Series Forecasting

    Yin, N., Shen, L., Xiong, H., Gu, B., Chen, C., Hua, X., Liu, S., Luo, X.
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 4, pp. 233-2347
    Contributions to Journals: Articles
  • A Social-aware Gaussian Pre-trained model for effective cold-start recommendation

    Liu, S., Wang, X., Macdonald, C., Ounis, I.
    Information Processing and Management, vol. 61, no. 2, 103601
    Contributions to Journals: Articles
  • HMCDA: a novel method based on the heterogeneous graph neural network and metapath for circRNA-disease associations prediction

    Liang, S., Liu, S., Song, J., Lin, Q., Zhao, S., Li, S., Li, J., Liang, S., Wang, J.
    BMC Bioinformatics, vol. 24, 335
    Contributions to Journals: Articles
  • Sequence pre-training-based graph neural network for predicting lncRNA-miRNA associations

    Wang, Z., Liang, S., Liu, S., Meng, Z., Wang, J., Liang, S.
    Briefings in Bioinformatics, vol. 24, no. 5, bbad317
    Contributions to Journals: Articles
  • Leveraging Relational Graph Neural Network for Transductive Model Ensemble

    Hu, Z., Zhang, J., Wang, H., Liu, S., Liang, S.
    Chapters in Books, Reports and Conference Proceedings: Conference Proceedings
  • Graph Neural Pre-training for Recommendation with Side Information

    Liu, S., Meng, Z., Macdonald, C., Ounis, I.
    ACM Transactions on Information Systems, vol. 41, no. 3, 74
    Contributions to Journals: Articles
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