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Computer Science > Multiagent Systems

arXiv:1804.07178 (cs)
[Submitted on 19 Apr 2018 (v1), last revised 14 Aug 2018 (this version, v2)]

Title:Vehicle Communication Strategies for Simulated Highway Driving

Authors:Cinjon Resnick, Ilya Kulikov, Kyunghyun Cho, Jason Weston
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Abstract:Interest in emergent communication has recently surged in Machine Learning. The focus of this interest has largely been either on investigating the properties of the learned protocol or on utilizing emergent communication to better solve problems that already have a viable solution. Here, we consider self-driving cars coordinating with each other and focus on how communication influences the agents' collective behavior. Our main result is that communication helps (most) with adverse conditions.
Comments: NIPS 2017 Workshop on Emergent Communication
Subjects: Multiagent Systems (cs.MA); Artificial Intelligence (cs.AI)
Cite as: arXiv:1804.07178 [cs.MA]
  (or arXiv:1804.07178v2 [cs.MA] for this version)
  https://doi.org/10.48550/arXiv.1804.07178
arXiv-issued DOI via DataCite

Submission history

From: Cinjon Resnick [view email]
[v1] Thu, 19 Apr 2018 14:02:07 UTC (1,732 KB)
[v2] Tue, 14 Aug 2018 12:35:41 UTC (1,732 KB)
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Cinjon Resnick
Ilya Kulikov
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Jason Weston
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