Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: An Autonomous Negotiating Agent Framework with Reinforcement Learning
  Based Strategies and Adaptive Strategy Switching Mechanism   Despite abundant negotiation strategies in literature, the complexity of
automated negotiation forbids a single strategy from being dominant against all
others in different negotiation scenarios. To overcome this, one approach is to
use mixture of experts, but at the same time, one problem of this method is the
selection of experts, as this approach is limited by the competency of the
experts selected. Another problem with most negotiation strategies is their
incapability of adapting to dynamic variation of the opponent's behaviour
within a single negotiation session resulting in poor performance. This work
focuses on both, solving the problem of expert selection and adapting to the
opponent's behaviour with our Autonomous Negotiating Agent Framework. This
framework allows real-time classification of opponent's behaviour and provides
a mechanism to select, switch or combine strategies within a single negotiation
session. Additionally, our framework has a reviewer component which enables
self-enhancement capability by deciding to include new strategies or replace
old ones with better strategies periodically. We demonstrate an instance of our
framework by implementing maximum entropy reinforcement learning based
strategies with a deep learning based opponent classifier. Finally, we evaluate
the performance of our agent against state-of-the-art negotiators under varied
negotiation scenarios.

9
The categories of this paper are: nlin
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The categories of this paper are: hep-ex
12
The categories of this paper are: nucl-th
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The categories of this paper are: cmp-lg
0
The categories of this paper are: hep-ph
3
The categories of this paper are: physics
14
The categories of this paper are: math-ph
32
The categories of this paper are: atom-ph
13
The categories of this paper are: quant-ph
10
The categories of this paper are: q-bio
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The categories of this paper are: funct-an
17
The categories of this paper are: q-fin
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The categories of this paper are: econ
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The categories of this paper are: hep-th
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The categories of this paper are: ao-sci
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The categories of this paper are: math