DC Field | Value | Language |
---|---|---|
dc.contributor.advisor | Oh, Alice | - |
dc.contributor.advisor | 오혜연 | - |
dc.contributor.author | Park, Junsoo | - |
dc.date.accessioned | 2021-05-11T19:33:54Z | - |
dc.date.available | 2021-05-11T19:33:54Z | - |
dc.date.issued | 2019 | - |
dc.identifier.uri | http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=875450&flag=dissertation | en_US |
dc.identifier.uri | http://hdl.handle.net/10203/283074 | - |
dc.description | 학위논문(석사) - 한국과학기술원 : 전산학부, 2019.8,[iii, 22 p. :] | - |
dc.description.abstract | Research on emergence of communication has introduced a language learning paradigm based on goal-driven interaction between neural network agents. While generalization to unseen examples is a particularly desirable property for the communication protocols that the agents develop for solving tasks, it can be better achieved when agents have a grounded understanding of the quantitative information of the referred concepts. In this work, I focus on the generalization capabilities of communication protocols, particularly about numeral systems, which provide specific modes of generalizations: interpolation and extrapolation. I propose and formulate the problem of learning numeral systems in a multi-agent communication setting. I propose and evaluate a neural network model utilizing modulus operations, and analyze how it performs in terms of extrapolation, in comparison to a baseline LSTM based model. I find that although the proposed model achieves minor improvements in extrapolation, it suffers on the expressibility of numerical values. | - |
dc.language | eng | - |
dc.publisher | 한국과학기술원 | - |
dc.subject | Emergence of language▼anumeral system▼acommunication game | - |
dc.subject | 언어 생성▼a기수법▼a소통 게임 | - |
dc.title | Learning to communicate numerical values and emergence of numeral systems | - |
dc.title.alternative | 숫자 정보의 소통과 진법 시스템의 생성 | - |
dc.type | Thesis(Master) | - |
dc.identifier.CNRN | 325007 | - |
dc.description.department | 한국과학기술원 :전산학부, | - |
dc.contributor.alternativeauthor | 박준수 | - |
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