Can large language models empower molecular property prediction?

C Qian, H Tang, Z Yang, H Liang, Y Liu - arXiv preprint arXiv:2307.07443, 2023 - arxiv.org
Molecular property prediction has gained significant attention due to its transformative
potential in multiple scientific disciplines. Conventionally, a molecule graph can be …

Impact of Domain Knowledge and Multi-Modality on Intelligent Molecular Property Prediction: A Systematic Survey

T Kuang, P Liu, Z Ren - Big Data Mining and Analytics, 2024 - ieeexplore.ieee.org
The precise prediction of molecular properties is essential for advancements in drug
development, particularly in virtual screening and compound optimization. The recent …

3DSGIMD: An accurate and interpretable molecular property prediction method using 3D spatial graph focusing network and structure-based feature fusion

Y Tian, C Wang, R Lu, HHY Tong, X Gong, J Qiu… - Future Generation …, 2024 - Elsevier
A comprehensive representation of molecular structure is essential for establishing accurate
and reliable molecular property prediction models. However, fully extracting and learning …

Geometrically Aligned Transfer Encoder for Inductive Transfer in Regression Tasks

SM Ko, S Lee, DW Jeong, W Lim, S Han - arXiv preprint arXiv:2310.06369, 2023 - arxiv.org
Transfer learning is a crucial technique for handling a small amount of data that is potentially
related to other abundant data. However, most of the existing methods are focused on …