Emergent Multi-Agent Communication in the Deep Learning Era

June 03, 2020 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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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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