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The ability of algorithms to evolve or learn (compositional) communication protocols has traditionally been studied in the language evolution literature through the use of emergent communication tasks.
Convention
David Lewis · 1969
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Simple statistical gradient-following algorithms for connectionist reinforcement learning
Ronald J. Williams · 1992
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Conceptual pacts and lexical choice in conversation
Susan E Brennan and Herbert H Clark · 1996
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Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber · 1997
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Computational simulations of the emergence of grammar
John Batali · 1998
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The evolution of language
Martin A Nowak and David C Krakauer · 1999
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Compositional syntax from cultural transmission
Henry Brighton · 2002
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Linguistic evolution through language acquisition
Ted Briscoe (ed.) · 2002
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Simulating the evolution of language
Angelo Cangelosi and Domenico Parisi (eds.) · 2002
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Iterated learning: A framework for the emergence of language
Kenny Smith, Simon Kirby, and Henry Brighton · 2003
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Social language learning
Luc Steels · 2003
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Progress in the simulation of emergent communication and language
Kyle Wagner, James A Reggia, Juan Uriagereka, and Gerald S Wilkinson · 2003
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Why is conversation so easy?
Simon Garrod and Martin J Pickering · 2004
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Philosophical Investigations
Ludwig Wittgenstein · 2004
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Understanding linguistic evolution by visualizing the emergence of topographic mappings
Henry Brighton and Simon Kirby · 2006
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Imagenet: A large-scale hierarchical image database
Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, and Li Fei-Fei · 2009
Cited alongside, same era.
Signals: Evolution, learning, and information
Brian Skyrms · 2010
Cited alongside, same era.
The communicative function of ambiguity in language
Steven T Piantadosi, Harry Tily, and Edward Gibson · 2012
Cited alongside, same era.
The grounded naming game
Luc Steels and Martin Loetzsch · 2012
Cited alongside, same era.
Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Asynchronous methods for deep reinforcement learning
Volodymyr Mnih, Adria Puigdomenech Badia, Mehdi Mirza, Alex Graves, Timothy Lillicrap, Tim Harley, David Silver, and Koray Kavukcuoglu · 2016
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Minimal requirements for the emergence of learned signaling
Matthew Spike, Kevin Stadler, Simon Kirby, and Kenny Smith · 2016
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Analogs of linguistic structure in deep representations
Jacob Andreas and Dan Klein · 2017
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Emergent complexity via multi-agent competition
Trapit Bansal, Jakub Pachocki, Szymon Sidor, Ilya Sutskever, and Igor Mordatch · 2017
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Emanuel Todorov, Tom Erez, and Yuval Tassa · 2012
Cited alongside, same era.
Representation learning: A review and new perspectives
Yoshua Bengio, Aaron Courville, and Pascal Vincent · 2013
Cited alongside, same era.
Models of semantic representation with visual attributes
Carina Silberer, Vittorio Ferrari, and Mirella Lapata · 2013
Cited alongside, same era.
Referitgame: Referring to objects in photographs of natural scenes
Sahar Kazemzadeh, Vicente Ordonez, Mark Matten, and Tamara L Berg · 2014
Cited alongside, same era.
Microsoft coco: Common objects in context
Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C Lawrence Zitnick · 2014
Cited alongside, same era.
The evolution of compositionality in signaling games
Michael Franke · 2015
Cited alongside, same era.
The cultural evolution of structured languages in an open-ended, continuous world
Jon W Carr, Kenny Smith, Hannah Cornish, and Simon Kirby · 2017
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Emergent language in a multi-modal, multi-step referential game
Katrina Evtimova, Andrew Drozdov, Douwe Kiela, and Kyunghyun Cho · 2017
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Emergence of language with multi-agent games: Learning to communicate with sequences of symbols
Serhii Havrylov and Ivan Titov · 2017
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Grounded language learning in a simulated 3d world
Karl Moritz Hermann, Felix Hill, Simon Green, Fumin Wang, Ryan Faulkner, Hubert Soyer, David Szepesvari, Wojtek Czarnecki, Max Jaderberg, Denis Teplyashin, et al · 2017
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Natural language does not emerge’naturally’in multi-agent dialog
Satwik Kottur, José MF Moura, Stefan Lee, and Dhruv Batra · 2017
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Multi-agent cooperation and the emergence of (natural) language
Angeliki Lazaridou, Alexander Peysakhovich, and Marco Baroni · 2017
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Emergence of grounded compositional language in multi-agent populations
Igor Mordatch and Pieter Abbeel · 2017
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Mastering the game of go without human knowledge
David Silver, Julian Schrittwieser, Karen Simonyan, Ioannis Antonoglou, Aja Huang, Arthur Guez, Thomas Hubert, Lucas Baker, Matthew Lai, Adrian Bolton, Yutian Chen, Timothy Lillicrap, Fan Hui, Laurent Sifre, George van den Driessche, Thore Graepel, and Demis Hassabis · 2017
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