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**MACE-Field** is a field-aware extension of the **MACE** (Message Passing Atomic Cluster Expansion) architecture that enables learning **electric-field–dependent energy functionals** for molecules and periodic materials. From a *single scalar electric enthalpy*, MACE-Field exposes physically consistent dielectric response properties via **automatic differentiation**:
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