Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: VIB is Half Bayes   In discriminative settings such as regression and classification there are
two random variables at play, the inputs X and the targets Y. Here, we
demonstrate that the Variational Information Bottleneck can be viewed as a
compromise between fully empirical and fully Bayesian objectives, attempting to
minimize the risks due to finite sampling of Y only. We argue that this
approach provides some of the benefits of Bayes while requiring only some of
the work.

12
The categories of this paper are: nucl-th
37
The categories of this paper are: supr-con
11
The categories of this paper are: hep-lat
25
The categories of this paper are: patt-sol
4
The categories of this paper are: cond-mat
29
The categories of this paper are: funct-an
0
The categories of this paper are: hep-ph
34
The categories of this paper are: chem-ph
33
The categories of this paper are: plasm-ph
32
The categories of this paper are: atom-ph
17
The categories of this paper are: q-fin
14
The categories of this paper are: math-ph
3
The categories of this paper are: physics
24
The categories of this paper are: dg-ga
26
The categories of this paper are: bayes-an
10
The categories of this paper are: q-bio