Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Estimating Quality of Transmission in a Live Production Network using
  Machine Learning   We demonstrate QoT estimation in a live network utilizing neural networks
trained on synthetic data spanning a large parameter space. The ML-model
predicts the measured lightpath performance with <0.5dB SNR error over a wide
configuration range.

10
The categories of this paper are: q-bio
5
The categories of this paper are: gr-qc
8
The categories of this paper are: hep-ex
21
The categories of this paper are: adap-org
30
The categories of this paper are: q-alg
16
The categories of this paper are: stat
14
The categories of this paper are: math-ph
22
The categories of this paper are: chao-dyn
6
The categories of this paper are: astro-ph
35
The categories of this paper are: mtrl-th
12
The categories of this paper are: nucl-th
28
The categories of this paper are: alg-geom
17
The categories of this paper are: q-fin
2
The categories of this paper are: math
37
The categories of this paper are: supr-con
32
The categories of this paper are: atom-ph