Closed-form solution for arbitrary LAE regularization weight orders
Determine whether the non-uniformly weighted denoising linear autoencoder objective with diagonal regularization matrix \(\Lambda=\operatorname{diag}(\lambda_1,\ldots,\lambda_k)\) admits a closed-form solution when the weights are in an arbitrary order rather than non-descending order.
References
It remains unclear if a closed-form exists for an arbitrary weight order.
— On the Regularization Landscape for the Linear Recommendation Models
(2609.11876 - Li et al., 10 Sep 2026) in Section 2, subsection “Nuclear-norm based regularizations,” A3. Linear Regression via Denoising Linear Auto-Encoder