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