For linear elastostatics, training a surrogate by minimizing discrete potential energy is exactly equivalent to supervised stiffness-norm regression, with identical gradients and no reference solutions.
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Discrete energy as an exact label-free training objective for finite-element surrogates
For linear elastostatics, training a surrogate by minimizing discrete potential energy is exactly equivalent to supervised stiffness-norm regression, with identical gradients and no reference solutions.