Nature Machine Intelligence, Published online: 30 July 2026; doi:10.1038/s42256-026-01277-x

Lai et al. extend and evaluate a unified framework for liquid electrolyte design, showing how data size and composition affect robustness, and demonstrating improved cross-system transferability and multiscale performance over baselines.