It is not the case that The functional relation f(theta, epsilon) is smoothly invertible, such that f^{-1}(theta_hat(s), epsilon) = theta_hat(s) - epsilon = theta maps each combination of theta_hat(s) and epsilon to a unique parameter value theta.
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