Zhaohan Meng
Email: z.meng.3@research.gla.ac.uk
B171, Sir Alwyn Williams Building, University of Glasgow, Glasgow, G12 8QN
https://orcid.org/0009-0003-3209-7134
Research title: Heterogeneous entity representation learning for knowledge graph in biomedical science
Research Summary
My research interests lie broadly in knowledge graphs (KGs) and large language models (LLMs), focusing on their intersection with an emphasis on biomedical applications. Currently, I am exploring knowledge-driven LLMs and knowledge-driven multi-modal learning, which involves integrating knowledge into multi-modal learning or incorporating multi-modal learning into the representation of knowledge.
- Geometric Deep Learning (Graph Neural Networks)
- Large Language Models (LLMs)
- Knowledge Graphs (KGs)
- AI4Science
Publications
2024
Meng, Zhaohan, Liu, Siwei, Liang, Shangsong, Jani, Bhautesh 
ORCID: https://orcid.org/0000-0001-7348-514X and Meng, Zaiqiao ORCID: https://orcid.org/0000-0001-5374-0318
(2024)
Heterogeneous biomedical entity representation learning for gene-disease association prediction.
Briefings in Bioinformatics, 25(5),
bbae380.
(doi: 10.1093/bib/bbae380)
(PMID:39154194)
(PMCID:PMC11330343)
Meng, Zhaohan, Meng, Zaiqiao ORCID: https://orcid.org/0000-0001-5374-0318 and Ounis, Iadh ORCID: https://orcid.org/0000-0003-4701-3223
(2024)
FusionDTI: Fine-grained Binding Discovery with Token-level Fusion for Drug-Target Interaction.
5th AI for Science workshop: Scaling in AI for SCientific Discovery at The 41st International Conference on Machine Learning, Vienna, Austria, 26-27 July 2024.
(Accepted for Publication)
Articles
Meng, Zhaohan, Liu, Siwei, Liang, Shangsong, Jani, Bhautesh ORCID: https://orcid.org/0000-0001-7348-514X and Meng, Zaiqiao ORCID: https://orcid.org/0000-0001-5374-0318
(2024)
Heterogeneous biomedical entity representation learning for gene-disease association prediction.
Briefings in Bioinformatics, 25(5),
bbae380.
(doi: 10.1093/bib/bbae380)
(PMID:39154194)
(PMCID:PMC11330343)
Conference or Workshop Item
Meng, Zhaohan, Meng, Zaiqiao ORCID: https://orcid.org/0000-0001-5374-0318 and Ounis, Iadh ORCID: https://orcid.org/0000-0003-4701-3223
(2024)
FusionDTI: Fine-grained Binding Discovery with Token-level Fusion for Drug-Target Interaction.
5th AI for Science workshop: Scaling in AI for SCientific Discovery at The 41st International Conference on Machine Learning, Vienna, Austria, 26-27 July 2024.
(Accepted for Publication)
