C¹ compactness for functions with bounded first and second derivatives #
If a sequence of smooth functions on ℝ × ℝ and its gradients are uniformly bounded on a
convex compact set K, and the second derivatives are also uniformly bounded on K, then a
subsequence converges uniformly on K together with its gradients, and the limit is
differentiable on the interior of K with derivative the limit of the gradients.
The two derivative bounds make both the functions and their gradients uniformly Lipschitz on
K (via the mean value inequality), hence equicontinuous; Arzelà–Ascoli then extracts a
uniformly convergent subsequence of the functions, and a further subsequence along which the
gradients also converge uniformly. Identifying the limit of the gradients as the derivative of
the limit function is the content of the uniform-limit differentiation theorem.
A subsequence along which a uniformly L-bounded, C²-bounded sequence of functions on
ℝ × ℝ converges together with its gradients, uniformly on a convex compact set K, to a
limit function which is differentiable on the interior of K with derivative the limit of the
gradients.