Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Two Approaches to Building Collaborative, Task-Oriented Dialog Agents
  through Self-Play   Task-oriented dialog systems are often trained on human/human dialogs, such
as collected from Wizard-of-Oz interfaces. However, human/human corpora are
frequently too small for supervised training to be effective. This paper
investigates two approaches to training agent-bots and user-bots through
self-play, in which they autonomously explore an API environment, discovering
communication strategies that enable them to solve the task. We give empirical
results for both reinforcement learning and game-theoretic equilibrium finding.

20
The categories of this paper are: acc-phys
35
The categories of this paper are: mtrl-th
34
The categories of this paper are: chem-ph
25
The categories of this paper are: patt-sol
17
The categories of this paper are: q-fin
3
The categories of this paper are: physics
33
The categories of this paper are: plasm-ph
37
The categories of this paper are: supr-con
26
The categories of this paper are: bayes-an
6
The categories of this paper are: astro-ph
18
The categories of this paper are: econ
14
The categories of this paper are: math-ph
23
The categories of this paper are: solv-int
24
The categories of this paper are: dg-ga
7
The categories of this paper are: hep-th
5
The categories of this paper are: gr-qc