Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: On the rate analysis of inexact augmented Lagrangian schemes for convex
  optimization problems with misspecified constraints   We consider a misspecified optimization problem that requires minimizing of a
convex function $f(x;\theta^*)$ in x over a constraint set represented by
$h(x;\theta^*)\leq 0$, where $\theta^*$ is an unknown (or misspecified) vector
of parameters. Suppose $\theta^*$ can be learnt by a distinct process that
generates a sequence of estimators $\theta_k$, each of which is an increasingly
accurate approximation of $\theta^*$. We develop a first-order augmented
Lagrangian scheme for computing an optimal solution $x^*$ while simultaneously
learning $\theta^*$.

7
The categories of this paper are: hep-th
28
The categories of this paper are: alg-geom
22
The categories of this paper are: chao-dyn
8
The categories of this paper are: hep-ex
35
The categories of this paper are: mtrl-th
32
The categories of this paper are: atom-ph
16
The categories of this paper are: stat
21
The categories of this paper are: adap-org
9
The categories of this paper are: nlin
14
The categories of this paper are: math-ph
27
The categories of this paper are: comp-gas
5
The categories of this paper are: gr-qc
13
The categories of this paper are: quant-ph
34
The categories of this paper are: chem-ph
36
The categories of this paper are: cmp-lg
19
The categories of this paper are: eess