Apa itu Emergent Communication dan mengapa Anda perlu tahu

TL; DR : terjemahan pos oleh Mikhail Nukhovich Apa itu Komunikasi Darurat dan Mengapa Anda Harus Peduli : apa itu, mengapa dibutuhkan, apa sudut pandang tentang masalah dan bidang penelitian yang menjanjikan. Pembelajaran penguatan, pemrosesan bahasa alami, teori dan filosofi permainan. Diterbitkan dengan izin baik dari penulis.


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Bard, Nolan, Jakob N. Foerster, Sarath Chandar, Neil Burch, Marc Lanctot, H. Francis Song, Emilio Parisotto, Vincent Dumoulin, Subhodeep Moitra, Edward Hughes, Iain Dunning, Shibl Mourad, Hugo Larochelle, Marc G. Bellemare, Michael Bowling. “The Hanabi Challenge: A New Frontier for AI Research” Artificial Intelligence Nov 2019


Das, Abhishek, Satwik Kottur, José M. F. Moura, Stefan Lee, Dhruv Batra. “Learning Cooperative Visual Dialog Agents with Deep Reinforcement Learning.” ICCV 2017


Foerster, Jakob N., Yannis M. Assael, Nando de Freitas and Shimon Whiteson. “Learning to Communicate with Deep Multi-Agent Reinforcement Learning.” NIPS 2016


Havrylov, Serhii, Ivan Titov. “Emergence of Language with Multi-agent Games: Learning to Communicate with Sequences of Symbols” NIPS 2017


Kraska, Tim, Alex Beutel, Ed H. Chi, Jeffrey Dean and Neoklis Polyzotis. “The Case for Learned Index Structures.”" SIGMOD 2018


Lake, Brenden M., Marco Baroni. “Generalization without systematicity: On the compositional skills of sequence-to-sequence recurrent networks.” ICML 2018


Lazaridou, Angeliki, Karl Moritz Hermann, Karl Tuyls and Stephen Clark. “Emergence of Linguistic Communication from Referential Games with Symbolic and Pixel Input.” ICLR 2018


Lazaridou, Angeliki, Alexander Peysakhovich and Marco Baroni. “Multi-Agent Cooperation and the Emergence of (Natural) Language.” ICLR 2017


Leibo, Joel Z., Vinícius Flores Zambaldi, Marc Lanctot, Janusz Marecki and Thore Graepel. “Multi-agent Reinforcement Learning in Sequential Social Dilemmas.” AAMAS 2017


Mordatch, Igor and Pieter Abbeel. “Emergence of Grounded Compositional Language in Multi-Agent Populations.” AAAI 2018


Resnick, Cinjon, Wes Eldridge, David Ha, Denny Britz, Jakob Foerster, Julian Togelius, Kyunghyun Cho, Joan Bruna. “Pommerman: A Multi-Agent Playground.” Arxiv 2018


Resnick, Cinjon, Wes Eldridge, David Ha, Denny Britz, Jakob Foerster, Julian Togelius, Kyunghyun Cho, Joan Bruna. “Pommerman: A Multi-Agent Playground.” Arxiv 2018


Wittgenstein, Ludwig. “Philosophical investigations.” 1953.



@misc{noukhovitch2019emergentblogwhy,
author = {Michael Noukhovitch},
title = {What is Emergent Communication and Why You Should Care},
year = {2019}
}


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[2]: — “signalling games” (Skryms, 2010) “referential games” (Lazaridou et al, 2016) .


[3]: 'grounding'. VIGiL @ NeurIPS 2018.


[4]: , , (Sutton and Barto, 1998).



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