Emergence of Multilingualism in Population based Referential Games
The ability of agents to learn to communicate by interaction has been studied through emergent communication tasks. Inspired by previous work in this domain, we extend the referential game setup to a population of spatially distributed agents. In such a setting, our experiments reveal that multiple languages can emerge in the population and some agents develop multilingual traits. Further, an action-advising framework is proposed for improving sample efficiency in the learning process.
Code (0)
등록된 구현이 없습니다.
Similar Papers 제목 키워드 기반
Co-evolution of language and agents in referential games
Referential games offer a grounded learning environment for neural agents which accounts for the fact that language is functionally used to communicate. However, they do not take into account a second constraint consider…
Co-evolution of language and agents in referential games
Referential games offer a grounded learning environment for neural agents which accounts for the fact that language is functionally used to communicate. However, they do not take into account a second constraint consider…
ReferentialGym: A Nomenclature and Framework for Language Emergence & Grounding in (Visual) Referential Games
Natural languages are powerful tools wielded by human beings to communicate information and co-operate towards common goals. Their values lie in some main properties like compositionality, hierarchy and recurrent syntax,…
Meta-Referential Games to Learn Compositional Learning Behaviours
Human beings use compositionality to generalise from past experiences to novel experiences. We assume a separation of our experiences into fundamental atomic components that can be recombined in novel ways to support our…
Meta-LearningSystematic GeneralizationVisual Referential Games Further the Emergence of Disentangled Representations
Natural languages are powerful tools wielded by human beings to communicate information. Among their desirable properties, compositionality has been the main focus in the context of referential games and variants, as it …
DisentanglementInformativeness