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README.md
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* experimental validation
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6. Closed-loop update path
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The code is compatible with the workflow in your PDF: Generate → Predict → Partition → Validate → Update, where new experiments update the database and retrain the surrogate model
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Important: the script includes synthetic data only for testing the pipeline. For real conclusions, replace it with actual experimental, CALPHAD, phase-field, or published Cu–Ni property data.
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* experimental validation
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6. Closed-loop update path
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The code is compatible with the workflow in your PDF: Generate → Predict → Partition → Validate → Update, where new experiments update the database and retrain the surrogate model
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Important: the script includes synthetic data only for testing the pipeline. For real conclusions, replace it with actual experimental, CALPHAD, phase-field, or published Cu–Ni property data.
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https://matroid.streamlit.app/
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