High-accuracy physical property prediction for pure organics via molecular representation learning: bridging data to discovery

Abstract The escalating energy crisis has spurred extensive research into organic compounds for energy-efficient applications, taking advantage of their environmental friendliness, cost-effective synthesis, and adaptable molecular structures. Traditional trial-and-error methods for discovering highl...

Full description

Saved in:
Bibliographic Details
Main Authors: Qi Ou, Hongshuai Wang, Minyang Zhuang, Shangqian Chen, Lele Liu, Ning Wang, Zhifeng Gao
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-025-01720-4
Tags: Add Tag
No Tags, Be the first to tag this record!