Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Federated Learning Approach for Lifetime Prediction of Semiconductor
  Lasers   A new privacy-preserving federated learning framework allowing laser
manufacturers to collaboratively build a robust ML-based laser lifetime
prediction model, is proposed. It achieves a mean absolute error of 0.1 years
and a significant performance improvement

34
The categories of this paper are: chem-ph
23
The categories of this paper are: solv-int
9
The categories of this paper are: nlin
15
The categories of this paper are: nucl-ex
37
The categories of this paper are: supr-con
27
The categories of this paper are: comp-gas
18
The categories of this paper are: econ
28
The categories of this paper are: alg-geom
0
The categories of this paper are: hep-ph
8
The categories of this paper are: hep-ex
10
The categories of this paper are: q-bio
13
The categories of this paper are: quant-ph
4
The categories of this paper are: cond-mat
3
The categories of this paper are: physics
33
The categories of this paper are: plasm-ph
11
The categories of this paper are: hep-lat