Emergent Multi-Agent Communication in the Deep Learning Era
June 03, 2020 ยท Declared Dead ยท ๐ arXiv.org
"No code URL or promise found in abstract"
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Authors
Angeliki Lazaridou, Marco Baroni
arXiv ID
2006.02419
Category
cs.CL: Computation & Language
Cross-listed
cs.AI
Citations
237
Venue
arXiv.org
Last Checked
3 months ago
Abstract
The ability to cooperate through language is a defining feature of humans. As the perceptual, motory and planning capabilities of deep artificial networks increase, researchers are studying whether they also can develop a shared language to interact. From a scientific perspective, understanding the conditions under which language evolves in communities of deep agents and its emergent features can shed light on human language evolution. From an applied perspective, endowing deep networks with the ability to solve problems interactively by communicating with each other and with us should make them more flexible and useful in everyday life. This article surveys representative recent language emergence studies from both of these two angles.
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