Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Socio-Affective Agents as Models of Human Behaviour in the Networked
  Prisoner's Dilemma   Affect Control Theory (ACT) is a powerful and general sociological model of
human affective interaction. ACT provides an empirically derived mathematical
model of culturally shared sentiments as heuristic guides for human decision
making. BayesACT, a variant on classical ACT, combines affective reasoning with
cognitive (denotative or logical) reasoning as is traditionally found in AI.
Bayes\-ACT allows for the creation of agents that are both emotionally guided
and goal-directed. In this work, we simulate BayesACT agents in the Iterated
Networked Prisoner's Dilemma (INPD), and we show four out of five known
properties of human play in INPD are replicated by these socio-affective
agents. In particular, we show how the observed human behaviours of network
structure invariance, anti-correlation of cooperation and reward, and player
type stratification are all clearly emergent properties of the networked
BayesACT agents. We further show that decision hyteresis (Moody Conditional
Cooperation) is replicated by BayesACT agents in over $2/3$ of the cases we
have considered. In contrast, previously used imitation-based agents are only
able to replicate one of the five properties. We discuss the implications of
these findings in the development of human-agent societies.

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The categories of this paper are: math-ph
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The categories of this paper are: q-fin
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The categories of this paper are: hep-th
30
The categories of this paper are: q-alg
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The categories of this paper are: eess
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The categories of this paper are: patt-sol
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The categories of this paper are: funct-an
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The categories of this paper are: plasm-ph
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The categories of this paper are: q-bio
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The categories of this paper are: nucl-ex
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The categories of this paper are: hep-lat
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The categories of this paper are: physics
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The categories of this paper are: alg-geom
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The categories of this paper are: solv-int
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The categories of this paper are: econ
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The categories of this paper are: supr-con