Research Interests
Interdisciplinary studies of artificial intelligence and science (AI for Science), including bioinformatics, medical image analysis, cheminformatics, and the design of new materials.
Research Topics
- Biological Language Modeling: Representation learning for biological sequence and structure information to predict function and interaction of biomacromolecules.
- Biomedical image understanding: Semi-supervised and multi-modal learning for pattern recognition and segmentation of biomedical images, with applications to biomarker identification and disease outcome prediction.
- AI for Chemistry: Joint modeling of molecular SMILES sequences and spatial structures for reaction outcome prediction and retrosynthesis.
- AI for Materials: Developing new descriptors for elements and alloys to design materials with enhanced properties.
News
2024
| Date | News |
|---|---|
| May 7, 2024 | Our proposed workshop, "Large Foundation Models for Multi-Modal Learning in Bioinformatics and Biomedicine Informatics," has been officially accepted for inclusion in BIBM'2024. We warmly invite researchers, academics, and industry professionals to contribution original works to our workshop! |
| Apr 17, 2024 | Yuyang's work ClusterDrop for addressing over-smoothing issue in GNNs is accepted by IJCAI 2024. Congratulations! |
| Apr 15, 2024 | Our GaCaMML paper is accepted by Artificial Intelligence in Medicine. Congratulations, Yuzhang and Guoshuai! |
| Mar 29, 2024 | Zebei, Guoshuai, Kuo, and Jingyao completed their Computer Science MS degree. Congratulations! |
| Feb 25, 2024 | Runhan's work RMVP for large-scale prepretraining of chemical reactions is published in Journal of Cheminformatics. Congratulations! |
| Feb 23, 2024 | Our CGMega paper is accepted by Nature Communications. Congratulations, Zebei! |
| Feb 22, 2024 | Our collaborative work CircSite on predicting circRNA-protein binding is published in Computers in Biology and Medicine. Congratulations! |
| Feb 10, 2024 | Guoshuai's work for designing new Al-Zn-Mg-Cu-Zr-Hf alloy is published in Materials Today Communications. Congratulations! |