Jul 2026
Reusability report: Exploring the utility and extensibility of an integrated modelling framework for liquid electrolyte design
A systematic evaluation and multiscale extension of the framework proposed by Yang et al. is presented, showing how data size and composition affect robustness, and demonstrating improved cross-system transferability and multiscale performance over baselines.
Genming Lai, Juntao Zhao, Zekai Liu et al.
· Nature Machine Intelligence · 0 citations