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Fig. 4. The graphs of (a) publications and (b) citations for machine learning assisted the development of solid-state lithium-ion batteries and solid-state sodium-ion batteries from 2017 to 2023. Data were sourced from the Web of Science, with the keywords “Machine Learning” “solid state electrolytes” “lithium-ion batteries" and "sodium-ion batteries." (c) Common construction patterns for ML models used in materials development. (d) Utilizing additional experimental data to optimize learning behavior and to refine the ML model.