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Parsing the Geometry of Distributed Representations.
Contents Info
Parsing the Geometry of Distributed Representations.
자료유형  
 학위논문
Control Number  
0017165070
International Standard Book Number  
9798346764144
Dewey Decimal Classification Number  
616
Main Entry-Personal Name  
Alleman, Matteo.
Publication, Distribution, etc. (Imprint  
[S.l.] : Columbia University., 2024
Publication, Distribution, etc. (Imprint  
Ann Arbor : ProQuest Dissertations & Theses, 2024
Physical Description  
172 p.
General Note  
Source: Dissertations Abstracts International, Volume: 86-06, Section: B.
General Note  
Advisor: Fusi, Stefano.
Dissertation Note  
Thesis (Ph.D.)--Columbia University, 2024.
Summary, Etc.  
요약The progression of neuroscience relies on the discovery of structure in the brain. From the discovery of neurons to the structure of the potassium channel, and, in recent years, the repeated observation of remarkable geometric structure in the distributed activity of neural populations. What this population-level structure does is not written on it for anyone to read, generally speaking; many statistical and theoretical tools have had to be developed for interpretation. In these chapters, I benefit from and contribute to the growing set of tools for parsing geometries. First, my collaborators and I studied the representation of syntax in (at the time) state-of-the-art language models. Second, we sought to understand why certain geometries emerge in artificial networks. Third, we model the geometry of working memory representations to try and find why `swap errors' occur. Finally, we offer a new framework and method for discovering discrete structure in continuous representations.
Subject Added Entry-Topical Term  
Neurosciences.
Subject Added Entry-Topical Term  
Bioinformatics.
Subject Added Entry-Topical Term  
Bioengineering.
Index Term-Uncontrolled  
Geometry
Index Term-Uncontrolled  
Continuous representations
Index Term-Uncontrolled  
Neurons
Index Term-Uncontrolled  
Artificial networks
Index Term-Uncontrolled  
Swap errors
Added Entry-Corporate Name  
Columbia University Neurobiology and Behavior
Host Item Entry  
Dissertations Abstracts International. 86-06B.
Electronic Location and Access  
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Control Number  
joongbu:655184
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