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Parsing the Geometry of Distributed Representations.
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
- 로그인을 한후 보실 수 있는 자료입니다.
- Control Number
- joongbu:655184