Minimal Requirements for the Emergence of Learned Signaling
By Matthew Spike, Kevin Stadler, Simon Kirby, Kenny Smith. 2014
56 citations recorded by the source corpus.
Abstract The emergence of signaling systems has been observed in numerous experimental and real‐world contexts, but there is no consensus on which (if any) shared mechanisms underlie such phenomena. A number of explanatory mechanisms have been proposed within several disciplines, all of which have been instantiated as credible working models. However, they are usually framed as being mutually incompatible. Using an exemplar‐based framework, we replicate these models in a minimal configuration which allows us to directly compare them. This reveals that the development of optimal signaling is driven by similar mechanisms in each model, which leads us to propose three requirements for the emergence of conventional signaling. These are the creation and transmission of referential information, a systemic bias against ambiguity, and finally some form of information loss. Considering this, we then discuss some implications for theoretical and experimental approaches to the emergence of learned communication.
Subfields: Cultural Studies, Molecular Biology, Sociology and Political Science
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Cultural Studies
- Angeliki Lazaridou
- Karl Tuyls
- Alex Peysakhovich
- Stephen Clark
- Marco Baroni
- Karl Moritz Hermann
- Noah D. Goodman
- Jesse Mu
In Molecular Biology
- Stephen Clark
- Marco Baroni
- Karl Moritz Hermann
- Yoav Goldberg
- Ting-Wei Liu
- Yue Zhang
- Eliyahu Kiperwasser
- Xiao Ding
In Sociology and Political Science
Citations in the corpus
- Multi-Agent Cooperation and the Emergence of (Natural) Language (2016, background): “There is a rich tradition of linguistic and cognitive studies using similar setups (e.g., Briscoe, 2002; Cangelosi & Parisi, 2002; Spike et al., 2016; Steels & Loetzsch, 2012).”
- Emergence of Linguistic Communication from Referential Games with Symbolic and Pixel Input (2018, methodology): “The referential game is a variant of the Lewis signaling game (Lewis, 1969), which has been extensively used in linguistic and cognitive studies in the context of language evolution (e.g., Briscoe, 2002; Cangelosi & Parisi, 2002; Steels & Loetzsch, 2012; Spike et al., 2016; Lazaridou et al., 2017).”