Higher-dimensional density conjecture for Hessian-Schatten variation

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Let n≥2n\geq 2, let Ω=(0,1)n\Omega=(0,1)^n, and consider functions with bounded Hessian--Schatten variation, together with the class CPWL⁡(Ω)\operatorname{CPWL}(\Omega) of continuous piecewise-linear functions. Higher-dimensional density conjecture. The density result of Theorem 1 remains valid when the input domain is chosen to be any nn-dimensional hypercube, namely, Ω=(0,1)n\Omega=(0,1)^n. Thus, in the corresponding higher-dimensional setting, CPWL⁡(Ω)\operatorname{CPWL}(\Omega) functions should be dense in the Hessian--Schatten energy with respect to the topology and energy convergence asserted in the theorem. The two-dimensional theorem establishes this density result for n=2n=2 and Schatten parameter p=1p=1; the source reports that Sergio Conti announced a proof of the conjecture, so the proposed extension is considered resolved.

References

Primary source

Luigi Ambrosio, Shayan Aziznejad, Camillo Brena and Michael Unser, “Linear Inverse Problems with Hessian-Schatten Total Variation”, arXiv:2210.04077 (2022).

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