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Studies of discrete languages emerging when neural agents communicate to solve a joint task often look for evidence of compositional structure.
Measuring compositionality in representation learning
Jacob Andreas. 2019 · 1902
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Emergence of compositional language with deep generational transmission
Michael Cogswell, Jiasen Lu, Stefan Lee, Devi Parikh, and Dhruv Batra. 2019 · 1904
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Ease-of-teaching and language structure from emergent communication
Fushan Li and Michael Bowling. 2019 · 1906
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Capacity, bandwidth, and compositionality in emergent language learning
Cinjon Resnick, Abhinav Gupta, Jakob Foerster, Andrew M Dai, and Kyunghyun Cho. 2019 · 1910
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Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber. 1997 · 1997
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Representation learning: A review and new perspectives
Yoshua Bengio, Aaron Courville, and Pascal Vincent. 2013 · 2013
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Learning phrase representations using rnn encoder-decoder for statistical machine translation
Kyunghyun Cho, Bart Van Merriënboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014 · 2014
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Learning to communicate with deep multi-agent reinforcement learning
Jakob Foerster, Ioannis Alexandros Assael, Nando de Freitas, and Shimon Whiteson. 2016 · 2016
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Multi-agent cooperation and the emergence of (natural) language
Angeliki Lazaridou, Alexander Peysakhovich, and Marco Baroni. 2016 · 2016
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Emergence of language with multi-agent games: Learning to communicate with sequences of symbols
Serhii Havrylov and Ivan Titov. 2017 · 2017
Cited alongside, same era.
Natural language does not emerge ‘naturally’ in multi-agent dialog
Satwik Kottur, José Moura, Stefan Lee, and Dhruv Batra. 2017 · 2017
Cited alongside, same era.
Compositional obverter communication learning from raw visual input
Edward Choi, Angeliki Lazaridou, and Nando de Freitas. 2018 · 2018
Cited alongside, same era.
Emergence of grounded compositional language in multi-agent populations
Igor Mordatch and Pieter Abbeel. 2018 · 2018
Later among the works it cites.
Compositionality in animals and humans
Simon Townsend, Sabrina Engesser, Sabine Stoll, Klaus Zuberbühler, and Balthasar Bickel. 2018 · 2018
Later among the works it cites.
Anti-efficient encoding in emergent communication
Rahma Chaabouni, Eugene Kharitonov, Emmanuel Dupoux, and Marco Baroni. 2019 · 2019
Later among the works it cites.
EGG: a toolkit for research on emergence of lanGuage in games
Eugene Kharitonov, Rahma Chaabouni, Diane Bouchacourt, and Marco Baroni. 2019 · 2019
Later among the works it cites.
Enhance the compositionality of emergent language by iterated learning
Yi Ren, Shangmin Guo, Serhii Havrylov, Shay Cohen, and Simon Kirby. 2019 · 2019
Later among the works it cites.
Compositionality and generalization in emergent languages
Rahma Chaabouni, Eugene Kharitonov, Diane Bouchacourt, Emmanuel Dupoux, and Marco Baroni. 2020 · 2020
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Emergence of linguistic communication from referential games with symbolic and pixel input
Angeliki Lazaridou, Karl Moritz Hermann, Karl Tuyls, and Stephen Clark. 2018 · 2018
Cited alongside, same era.
Challenging common assumptions in the unsupervised learning of disentangled representations
Francesco Locatello, Stefan Bauer, Mario Lucic, Gunnar Rätsch, Sylvain Gelly, Bernhard Schölkopf, and Olivier Bachem. 2018 · 2018
Cited alongside, same era.
Compositionality I: Definitions and variants
Peter Pagin and Dag Westerståhl. 2010a
Cited in the paper.
Compositionality II: Arguments and problems
Peter Pagin and Dag Westerståhl. 2010b
Cited in the paper.
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