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We examine the effects of instantiating Lewis signaling games within a population of speaker and listener agents with the aim of producing a set of general and robust representations of unstructured pixel data.
Sense and reference
Gottlob Frege · 1948
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Convention cambridge
David Lewis · 1969
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On the very idea of a conceptual scheme
Donald Davidson · 1984
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Simple statistical gradient-following algorithms for connectionist reinforcement learning
Ronald J Williams · 1992
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Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber · 1997
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Linguistic evolution through language acquisition
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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
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Shaping representations through communication
Olivier Tieleman, Angeliki Lazaridou, Shibl Mourad, Charles Blundell, and Doina Precup · 2018
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Miss tools and mr fruit: Emergent communication in agents learning about object affordances
Diane Bouchacourt and Marco Baroni · 2019
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On the pitfalls of measuring emergent communication
Ryan Lowe, Jakob Foerster, Y-Lan Boureau, Joelle Pineau, and Yann Dauphin · 2019
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