Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Answerer in Questioner's Mind: Information Theoretic Approach to
  Goal-Oriented Visual Dialog   Goal-oriented dialog has been given attention due to its numerous
applications in artificial intelligence. Goal-oriented dialogue tasks occur
when a questioner asks an action-oriented question and an answerer responds
with the intent of letting the questioner know a correct action to take. To ask
the adequate question, deep learning and reinforcement learning have been
recently applied. However, these approaches struggle to find a competent
recurrent neural questioner, owing to the complexity of learning a series of
sentences. Motivated by theory of mind, we propose "Answerer in Questioner's
Mind" (AQM), a novel information theoretic algorithm for goal-oriented dialog.
With AQM, a questioner asks and infers based on an approximated probabilistic
model of the answerer. The questioner figures out the answerer's intention via
selecting a plausible question by explicitly calculating the information gain
of the candidate intentions and possible answers to each question. We test our
framework on two goal-oriented visual dialog tasks: "MNIST Counting Dialog" and
"GuessWhat?!". In our experiments, AQM outperforms comparative algorithms by a
large margin.

32
The categories of this paper are: atom-ph
6
The categories of this paper are: astro-ph
16
The categories of this paper are: stat
24
The categories of this paper are: dg-ga
22
The categories of this paper are: chao-dyn
18
The categories of this paper are: econ
13
The categories of this paper are: quant-ph
11
The categories of this paper are: hep-lat
7
The categories of this paper are: hep-th
8
The categories of this paper are: hep-ex
9
The categories of this paper are: nlin
14
The categories of this paper are: math-ph
17
The categories of this paper are: q-fin
37
The categories of this paper are: supr-con
36
The categories of this paper are: cmp-lg
27
The categories of this paper are: comp-gas