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Research in multi-agent cooperation has shown that artificial agents are able to learn to play a simple referential game while developing a shared lexicon.
Iterated learning: A framework for the emergence of language
K. Smith, S. Kirby, and H. Brighton · 2003
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Elements of Information Theory, 2nd ed
T. Cover and J. Thomas · 2006
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Cumulative cultural evolution in the laboratory: An experimental approach to the origins of structure in human language
S. Kirby, H. Cornish, and K. Smith · 2008
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Adam: A method for stochastic optimization
D. P. Kingma and J. Ba · 2014
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The concrete distribution: A continuous relaxation of discrete random variables
C. J. Maddison, A. Mnih, and Y. W. Teh · 2016
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Emergence of language with multi-agent games: Learning to communicate with sequences of symbols
S. Havrylov and I. Titov · 2017
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Categorical reparameterization with gumbel-softmax
E. Jang, S. Gu, and B. Poole · 2017
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Multi-agent cooperation and the emergence of (natural) language
A. Lazaridou, A. Peysakhovich, and M. Baroni · 2017
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How agents see things: On visual representations in an emergent language game
D. Bouchacourt and M. Baroni · 2018
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Emergent communication through negotiation
K. Cao, A. Lazaridou, M. Lanctot, J. Z. Leibo, K. Tuyls, and S. Clark · 2018
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Compositional obverter communication learning from raw visual input
E. Choi, A. Lazaridou, and N. de Freitas · 2018
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Word-order biases in deep-agent emergent communication
R. Chaabouni, E. Kharitonov, A. Lazaric, E. Dupoux, and M. Baroni · 2019
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Egg: a toolkit for research on emergence of language in games
E. Kharitonov, R. Chaabouni, D. Bouchacourt, and M. Baroni · 2019
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Information minimization in emergent languages
E. Kharitonov, R. Chaabouni, D. Bouchacourt, and M. Baroni · 2019
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Measuring emergent communication is tricky
R. Lowe, J. Foerster, Y. Boureau, J. Pineau, and Y. Dauphin · 2019
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Meaning to form: Measuring systematicity as information
T. Pimentel, A. D. McCarthy, D. Blasi, B. Roark, and R. Cotterell · 2019
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Emergence of grounded compositional language in multi-agent populations
I. Mordatch and P. Abbeel · 2018
Cited alongside, same era.