Future autonomous machines may build trust through emotion

Date:
September 15, 2020
Source:
U.S. Army Research Laboratory
Summary:
Research has extended the state-of-the-art in autonomy by providing
a more complete picture of how actions and nonverbal signals
contribute to promoting cooperation. Researchers suggested
guidelines for designing autonomous machines such as robots,
self-driving cars, drones and personal assistants that will
effectively collaborate with Soldiers.



FULL STORY ==========================================================================
Army research has extended the state-of-the-art in autonomy by providing
a more complete picture of how actions and nonverbal signals contribute
to promoting cooperation. Researchers suggested guidelines for designing autonomous machines such as robots, self-driving cars, drones and personal assistants that will effectively collaborate with Soldiers.


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Dr. Celso de Melo, computer scientist with the U.S. Army Combat
Capabilities Development Command's Army Research Laboratory at CCDC ARL
West in Playa Vista, California, in collaboration with Dr. Kazunori
Teradafrom Gifu University in Japan, recently published a paper in
Scientific Reports where they show that emotion expressions can shape cooperation.

Autonomous machines that act on people's behalf are poised to become
pervasive in society, de Melo said; however, for these machines to
succeed and be adopted, it is essential that people are able to trust
and cooperate with them.

"Human cooperation is paradoxical," de Melo said. "An individual is
better off being a free rider, while everyone else cooperates; however,
if everyone thought like that, cooperation would never happen. Yet,
humans often cooperate.

This research aims to understand the mechanisms that promote
cooperation with a particular focus on the influence of strategy
and signaling." Strategy defines how individuals act in one-shot or
repeated interaction. For instance, tit-for-tat is a simple strategy
that specifies that the individual should act as his/her counterpart
acted in the previous interaction.

Signaling refers to communication that may occur between individuals,
which could be verbal (e.g., natural language conversation) and nonverbal (e.g., emotion expressions).



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This research effort, which supports the Next Generation Combat Vehicle
Army Modernization Priority and the Army Priority Research Area for
Autonomy, aims to apply this insight in the development of intelligent autonomous systems that promote cooperation with Soldiers and successfully operate in hybrid teams to accomplish a mission.

"We show that emotion expressions can shape cooperation," de Melo
said. "For instance, smiling after mutual cooperation encourages more cooperation; however, smiling after exploiting others -- which is the most profitable outcome for the self -- hinders cooperation." The effect of
emotion expressions is moderated by strategy, he said. People will only
process and be influenced by emotion expressions if the counterpart's
actions are insufficient to reveal the counterpart's intentions.

For example, when the counterpart acts very competitively, people simply ignore-and even mistrust-the counterpart's emotion displays.

"Our research provides novel insight into the combined effects of
strategy and emotion expressions on cooperation," de Melo said. "It has important practical application for the design of autonomous systems, suggesting that a proper combination of action and emotion displays can maximize cooperation from Soldiers. Emotion expression in these systems
could be implemented in a variety of ways, including via text, voice,
and nonverbally through (virtual or robotic) bodies." According to de
Melo, the team is very optimistic that future Soldiers will benefit from research such as this as it sheds light on the mechanisms of cooperation.

"This insight will be critical for the development of socially intelligent autonomous machines, capable of acting and communicating nonverbally with
the Soldier," he said. "As an Army researcher, I am excited to contribute
to this research as I believe it has the potential to greatly enhance human-agent teaming in the Army of the future." The next steps for this research include pursuing further understanding of the role of nonverbal signaling and strategy in promoting cooperation and identifying creative
ways to apply this insight on a variety of autonomous systems that have different affordances for acting and communicating with the Soldier.


========================================================================== Story Source: Materials provided by U.S._Army_Research_Laboratory. Note: Content may be edited for style and length.


========================================================================== Journal Reference:
1. Celso M. de Melo, Kazunori Terada. The interplay of emotion
expressions
and strategy in promoting cooperation in the iterated prisoner's
dilemma.

Scientific Reports, 2020; 10 (1) DOI: 10.1038/s41598-020-71919-6 ==========================================================================

Link to news story: https://www.sciencedaily.com/releases/2020/09/200915194240.htm

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