Reusability report: Exploring the utility and extensibility of an integrated modelling framework for liquid electrolyte design

TL;DR - Lai et al. extend and evaluate an integrated modelling framework for liquid electrolyte design, emphasizing robustness, reuse, and extensibility across systems. The framework improves cross-system transferability and multiscale performance over baselines.

• Examines how training-data size and composition affect model robustness.
• Evaluates whether a unified electrolyte-design framework can be reused and extended.
• Demonstrates stronger transfer across electrolyte systems than baseline methods.
• Reports improved performance across multiple modelling scales.